PlanOpticon

planopticon / use-cases / index.html

Source Rendered

Blame History Raw 2119 lines

1
2	`<!doctype html>`
3	`<html lang="en" class="no-js">`
4	`<head>`
5
6	`<meta charset="utf-8">`
7	`<meta name="viewport" content="width=device-width,initial-scale=1">`
8
9	`<meta name="description" content="AI-powered video analysis and knowledge extraction">`
10
11
12	`<meta name="author" content="CONFLICT LLC">`
13
14
15	`<link rel="canonical" href="https://planopticon.dev/use-cases/">`
16
17
18	`<link rel="prev" href="../guide/output-formats/">`
19
20
21	`<link rel="next" href="../cli-reference/">`
22
23
24
25
26
27	`<link rel="icon" href="../assets/images/favicon.png">`
28	`<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.7.4">`
29
30
31
32	`<title>Use Cases - PlanOpticon</title>`
33
34
35
36	`<link rel="stylesheet" href="../assets/stylesheets/main.484c7ddc.min.css">`
37
38
39	`<link rel="stylesheet" href="../assets/stylesheets/palette.ab4e12ef.min.css">`
40
41
42
43
44
45
46
47
48
49
50
51
52	`<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>`
53	`<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">`
54	`<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>`
55
56
57
58	`<link rel="stylesheet" href="../assets/_mkdocstrings.css">`
59
60	`<link rel="stylesheet" href="../assets/css/custom.css">`
61
62	`<script>__md_scope=new URL("..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>`
63
64
65
66
67
68	`</head>`
69
70
71
72
73
74
75
76
77
78	`<body dir="ltr" data-md-color-scheme="slate" data-md-color-primary="custom" data-md-color-accent="custom">`
79
80
81	`<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">`
82	`<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">`
83	`<label class="md-overlay" for="__drawer"></label>`
84	`<div data-md-component="skip">`
85
86
87	`<a href="#use-cases" class="md-skip">`
88	`Skip to content`
89	`</a>`
90
91	`</div>`
92	`<div data-md-component="announce">`
93
94	`</div>`
95
96
97
98
99	`<header class="md-header" data-md-component="header">`
100	`<nav class="md-header__inner md-grid" aria-label="Header">`
101	`<a href=".." title="PlanOpticon" class="md-header__button md-logo" aria-label="PlanOpticon" data-md-component="logo">`
102
103	`<img src="../assets/images/conflict-logo.svg" alt="logo">`
104
105	`</a>`
106	`<label class="md-header__button md-icon" for="__drawer">`
107
108	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>`
109	`</label>`
110	`<div class="md-header__title" data-md-component="header-title">`
111	`<div class="md-header__ellipsis">`
112	`<div class="md-header__topic">`
113	`<span class="md-ellipsis">`
114	`PlanOpticon`
115	`</span>`
116	`</div>`
117	`<div class="md-header__topic" data-md-component="header-topic">`
118	`<span class="md-ellipsis">`
119
120	`Use Cases`
121
122	`</span>`
123	`</div>`
124	`</div>`
125	`</div>`
126
127
128	`<form class="md-header__option" data-md-component="palette">`
129
130
131
132
133	`<input class="md-option" data-md-color-media="(prefers-color-scheme: dark)" data-md-color-scheme="slate" data-md-color-primary="custom" data-md-color-accent="custom" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_0">`
134
135	`<label class="md-header__button md-icon" title="Switch to light mode" for="__palette_1" hidden>`
136	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 18c-.89 0-1.74-.2-2.5-.55C11.56 16.5 13 14.42 13 12s-1.44-4.5-3.5-5.45C10.26 6.2 11.11 6 12 6a6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>`
137	`</label>`
138
139
140
141
142
143	`<input class="md-option" data-md-color-media="(prefers-color-scheme: light)" data-md-color-scheme="default" data-md-color-primary="custom" data-md-color-accent="custom" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_1">`
144
145	`<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_0" hidden>`
146	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a4 4 0 0 0-4 4 4 4 0 0 0 4 4 4 4 0 0 0 4-4 4 4 0 0 0-4-4m0 10a6 6 0 0 1-6-6 6 6 0 0 1 6-6 6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg>`
147	`</label>`
148
149
150	`</form>`
151
152
153
154	<script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
155
156
157
158
159
160	`<label class="md-header__button md-icon" for="__search">`
161
162	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>`
163	`</label>`
164	`<div class="md-search" data-md-component="search" role="dialog">`
165	`<label class="md-search__overlay" for="__search"></label>`
166	`<div class="md-search__inner" role="search">`
167	`<form class="md-search__form" name="search">`
168	`<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>`
169	`<label class="md-search__icon md-icon" for="__search">`
170
171	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>`
172
173	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>`
174	`</label>`
175	`<nav class="md-search__options" aria-label="Search">`
176
177	`<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">`
178
179	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>`
180	`</button>`
181	`</nav>`
182
183	`<div class="md-search__suggest" data-md-component="search-suggest"></div>`
184
185	`</form>`
186	`<div class="md-search__output">`
187	`<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>`
188	`<div class="md-search-result" data-md-component="search-result">`
189	`<div class="md-search-result__meta">`
190	`Initializing search`
191	`</div>`
192	`<ol class="md-search-result__list" role="presentation"></ol>`
193	`</div>`
194	`</div>`
195	`</div>`
196	`</div>`
197	`</div>`
198
199
200
201	`<div class="md-header__source">`
202	`<a href="https://github.com/ConflictHQ/PlanOpticon" title="Go to repository" class="md-source" data-md-component="source">`
203	`<div class="md-source__icon md-icon">`
204
205	<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
206	`</div>`
207	`<div class="md-source__repository">`
208	`ConflictHQ/PlanOpticon`
209	`</div>`
210	`</a>`
211	`</div>`
212
213	`</nav>`
214
215	`</header>`
216
217	`<div class="md-container" data-md-component="container">`
218
219
220
221
222
223	`<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">`
224	`<div class="md-grid">`
225	`<ul class="md-tabs__list">`
226
227
228
229
230
231
232	`<li class="md-tabs__item">`
233	`<a href=".." class="md-tabs__link">`
234
235
236
237
238
239	`Home`
240
241	`</a>`
242	`</li>`
243
244
245
246
247
248
249
250
251
252
253	`<li class="md-tabs__item">`
254	`<a href="../getting-started/installation/" class="md-tabs__link">`
255
256
257
258	`Getting Started`
259
260	`</a>`
261	`</li>`
262
263
264
265
266
267
268
269
270
271
272
273	`<li class="md-tabs__item">`
274	`<a href="../guide/single-video/" class="md-tabs__link">`
275
276
277
278	`User Guide`
279
280	`</a>`
281	`</li>`
282
283
284
285
286
287
288
289
290
291
292
293	`<li class="md-tabs__item md-tabs__item--active">`
294	`<a href="./" class="md-tabs__link">`
295
296
297
298
299
300	`Use Cases`
301
302	`</a>`
303	`</li>`
304
305
306
307
308
309
310
311
312	`<li class="md-tabs__item">`
313	`<a href="../cli-reference/" class="md-tabs__link">`
314
315
316
317
318
319	`CLI Reference`
320
321	`</a>`
322	`</li>`
323
324
325
326
327
328
329
330
331
332
333	`<li class="md-tabs__item">`
334	`<a href="../architecture/overview/" class="md-tabs__link">`
335
336
337
338	`Architecture`
339
340	`</a>`
341	`</li>`
342
343
344
345
346
347
348
349
350
351
352
353	`<li class="md-tabs__item">`
354	`<a href="../api/models/" class="md-tabs__link">`
355
356
357
358	`API Reference`
359
360	`</a>`
361	`</li>`
362
363
364
365
366
367
368
369
370
371	`<li class="md-tabs__item">`
372	`<a href="../faq/" class="md-tabs__link">`
373
374
375
376
377
378	`FAQ & Troubleshooting`
379
380	`</a>`
381	`</li>`
382
383
384
385
386
387
388
389
390	`<li class="md-tabs__item">`
391	`<a href="../contributing/" class="md-tabs__link">`
392
393
394
395
396
397	`Contributing`
398
399	`</a>`
400	`</li>`
401
402
403
404	`</ul>`
405	`</div>`
406	`</nav>`
407
408
409
410	`<main class="md-main" data-md-component="main">`
411	`<div class="md-main__inner md-grid">`
412
413
414
415	`<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >`
416	`<div class="md-sidebar__scrollwrap">`
417	`<div class="md-sidebar__inner">`
418
419
420
421
422
423
424	`<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">`
425	`<label class="md-nav__title" for="__drawer">`
426	`<a href=".." title="PlanOpticon" class="md-nav__button md-logo" aria-label="PlanOpticon" data-md-component="logo">`
427
428	`<img src="../assets/images/conflict-logo.svg" alt="logo">`
429
430	`</a>`
431	`PlanOpticon`
432	`</label>`
433
434	`<div class="md-nav__source">`
435	`<a href="https://github.com/ConflictHQ/PlanOpticon" title="Go to repository" class="md-source" data-md-component="source">`
436	`<div class="md-source__icon md-icon">`
437
438	<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
439	`</div>`
440	`<div class="md-source__repository">`
441	`ConflictHQ/PlanOpticon`
442	`</div>`
443	`</a>`
444	`</div>`
445
446	`<ul class="md-nav__list" data-md-scrollfix>`
447
448
449
450
451
452
453
454	`<li class="md-nav__item">`
455	`<a href=".." class="md-nav__link">`
456
457
458
459	`<span class="md-ellipsis">`
460
461
462	`Home`
463
464
465
466	`</span>`
467
468
469
470	`</a>`
471	`</li>`
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491	`<li class="md-nav__item md-nav__item--nested">`
492
493
494
495
496
497	`<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_2" >`
498
499
500	`<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">`
501
502
503
504	`<span class="md-ellipsis">`
505
506
507	`Getting Started`
508
509
510
511	`</span>`
512
513
514
515	`<span class="md-nav__icon md-icon"></span>`
516	`</label>`
517
518	`<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">`
519	`<label class="md-nav__title" for="__nav_2">`
520	`<span class="md-nav__icon md-icon"></span>`
521
522
523	`Getting Started`
524
525
526	`</label>`
527	`<ul class="md-nav__list" data-md-scrollfix>`
528
529
530
531
532
533
534
535	`<li class="md-nav__item">`
536	`<a href="../getting-started/installation/" class="md-nav__link">`
537
538
539
540	`<span class="md-ellipsis">`
541
542
543	`Installation`
544
545
546
547	`</span>`
548
549
550
551	`</a>`
552	`</li>`
553
554
555
556
557
558
559
560
561
562
563	`<li class="md-nav__item">`
564	`<a href="../getting-started/quickstart/" class="md-nav__link">`
565
566
567
568	`<span class="md-ellipsis">`
569
570
571	`Quick Start`
572
573
574
575	`</span>`
576
577
578
579	`</a>`
580	`</li>`
581
582
583
584
585
586
587
588
589
590
591	`<li class="md-nav__item">`
592	`<a href="../getting-started/configuration/" class="md-nav__link">`
593
594
595
596	`<span class="md-ellipsis">`
597
598
599	`Configuration`
600
601
602
603	`</span>`
604
605
606
607	`</a>`
608	`</li>`
609
610
611
612
613	`</ul>`
614	`</nav>`
615
616	`</li>`
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636	`<li class="md-nav__item md-nav__item--nested">`
637
638
639
640
641
642	`<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3" >`
643
644
645	`<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">`
646
647
648
649	`<span class="md-ellipsis">`
650
651
652	`User Guide`
653
654
655
656	`</span>`
657
658
659
660	`<span class="md-nav__icon md-icon"></span>`
661	`</label>`
662
663	`<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">`
664	`<label class="md-nav__title" for="__nav_3">`
665	`<span class="md-nav__icon md-icon"></span>`
666
667
668	`User Guide`
669
670
671	`</label>`
672	`<ul class="md-nav__list" data-md-scrollfix>`
673
674
675
676
677
678
679
680	`<li class="md-nav__item">`
681	`<a href="../guide/single-video/" class="md-nav__link">`
682
683
684
685	`<span class="md-ellipsis">`
686
687
688	`Single Video Analysis`
689
690
691
692	`</span>`
693
694
695
696	`</a>`
697	`</li>`
698
699
700
701
702
703
704
705
706
707
708	`<li class="md-nav__item">`
709	`<a href="../guide/batch/" class="md-nav__link">`
710
711
712
713	`<span class="md-ellipsis">`
714
715
716	`Batch Processing`
717
718
719
720	`</span>`
721
722
723
724	`</a>`
725	`</li>`
726
727
728
729
730
731
732
733
734
735
736	`<li class="md-nav__item">`
737	`<a href="../guide/document-ingestion/" class="md-nav__link">`
738
739
740
741	`<span class="md-ellipsis">`
742
743
744	`Document Ingestion`
745
746
747
748	`</span>`
749
750
751
752	`</a>`
753	`</li>`
754
755
756
757
758
759
760
761
762
763
764	`<li class="md-nav__item">`
765	`<a href="../guide/cloud-sources/" class="md-nav__link">`
766
767
768
769	`<span class="md-ellipsis">`
770
771
772	`Cloud Sources`
773
774
775
776	`</span>`
777
778
779
780	`</a>`
781	`</li>`
782
783
784
785
786
787
788
789
790
791
792	`<li class="md-nav__item">`
793	`<a href="../guide/knowledge-graphs/" class="md-nav__link">`
794
795
796
797	`<span class="md-ellipsis">`
798
799
800	`Knowledge Graphs`
801
802
803
804	`</span>`
805
806
807
808	`</a>`
809	`</li>`
810
811
812
813
814
815
816
817
818
819
820	`<li class="md-nav__item">`
821	`<a href="../guide/companion/" class="md-nav__link">`
822
823
824
825	`<span class="md-ellipsis">`
826
827
828	`Interactive Companion`
829
830
831
832	`</span>`
833
834
835
836	`</a>`
837	`</li>`
838
839
840
841
842
843
844
845
846
847
848	`<li class="md-nav__item">`
849	`<a href="../guide/planning-agent/" class="md-nav__link">`
850
851
852
853	`<span class="md-ellipsis">`
854
855
856	`Planning Agent`
857
858
859
860	`</span>`
861
862
863
864	`</a>`
865	`</li>`
866
867
868
869
870
871
872
873
874
875
876	`<li class="md-nav__item">`
877	`<a href="../guide/authentication/" class="md-nav__link">`
878
879
880
881	`<span class="md-ellipsis">`
882
883
884	`Authentication`
885
886
887
888	`</span>`
889
890
891
892	`</a>`
893	`</li>`
894
895
896
897
898
899
900
901
902
903
904	`<li class="md-nav__item">`
905	`<a href="../guide/export/" class="md-nav__link">`
906
907
908
909	`<span class="md-ellipsis">`
910
911
912	`Export & Documents`
913
914
915
916	`</span>`
917
918
919
920	`</a>`
921	`</li>`
922
923
924
925
926
927
928
929
930
931
932	`<li class="md-nav__item">`
933	`<a href="../guide/output-formats/" class="md-nav__link">`
934
935
936
937	`<span class="md-ellipsis">`
938
939
940	`Output Formats`
941
942
943
944	`</span>`
945
946
947
948	`</a>`
949	`</li>`
950
951
952
953
954	`</ul>`
955	`</nav>`
956
957	`</li>`
958
959
960
961
962
963
964
965
966
967
968
969	`<li class="md-nav__item md-nav__item--active">`
970
971	`<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">`
972
973
974
975
976
977	`<label class="md-nav__link md-nav__link--active" for="__toc">`
978
979
980
981	`<span class="md-ellipsis">`
982
983
984	`Use Cases`
985
986
987
988	`</span>`
989
990
991
992	`<span class="md-nav__icon md-icon"></span>`
993	`</label>`
994
995	`<a href="./" class="md-nav__link md-nav__link--active">`
996
997
998
999	`<span class="md-ellipsis">`
1000
1001
1002	`Use Cases`
1003
1004
1005
1006	`</span>`
1007
1008
1009
1010	`</a>`
1011
1012
1013
1014	`<nav class="md-nav md-nav--secondary" aria-label="Table of contents">`
1015
1016
1017
1018
1019
1020
1021	`<label class="md-nav__title" for="__toc">`
1022	`<span class="md-nav__icon md-icon"></span>`
1023	`Table of contents`
1024	`</label>`
1025	`<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>`
1026
1027	`<li class="md-nav__item">`
1028	`<a href="#meeting-notes-and-follow-ups" class="md-nav__link">`
1029	`<span class="md-ellipsis">`
1030
1031	`Meeting notes and follow-ups`
1032
1033	`</span>`
1034	`</a>`
1035
1036	`</li>`
1037
1038	`<li class="md-nav__item">`
1039	`<a href="#research-processing" class="md-nav__link">`
1040	`<span class="md-ellipsis">`
1041
1042	`Research processing`
1043
1044	`</span>`
1045	`</a>`
1046
1047	`</li>`
1048
1049	`<li class="md-nav__item">`
1050	`<a href="#knowledge-gathering-across-platforms" class="md-nav__link">`
1051	`<span class="md-ellipsis">`
1052
1053	`Knowledge gathering across platforms`
1054
1055	`</span>`
1056	`</a>`
1057
1058	`</li>`
1059
1060	`<li class="md-nav__item">`
1061	`<a href="#team-onboarding" class="md-nav__link">`
1062	`<span class="md-ellipsis">`
1063
1064	`Team onboarding`
1065
1066	`</span>`
1067	`</a>`
1068
1069	`</li>`
1070
1071	`<li class="md-nav__item">`
1072	`<a href="#data-collection-and-synthesis" class="md-nav__link">`
1073	`<span class="md-ellipsis">`
1074
1075	`Data collection and synthesis`
1076
1077	`</span>`
1078	`</a>`
1079
1080	`</li>`
1081
1082	`<li class="md-nav__item">`
1083	`<a href="#content-creation-from-video" class="md-nav__link">`
1084	`<span class="md-ellipsis">`
1085
1086	`Content creation from video`
1087
1088	`</span>`
1089	`</a>`
1090
1091	`</li>`
1092
1093	`<li class="md-nav__item">`
1094	`<a href="#decision-tracking-over-time" class="md-nav__link">`
1095	`<span class="md-ellipsis">`
1096
1097	`Decision tracking over time`
1098
1099	`</span>`
1100	`</a>`
1101
1102	`</li>`
1103
1104	`<li class="md-nav__item">`
1105	`<a href="#zoom-teams-meet-integration" class="md-nav__link">`
1106	`<span class="md-ellipsis">`
1107
1108	`Zoom / Teams / Meet integration`
1109
1110	`</span>`
1111	`</a>`
1112
1113	`</li>`
1114
1115	`<li class="md-nav__item">`
1116	`<a href="#fully-offline-processing" class="md-nav__link">`
1117	`<span class="md-ellipsis">`
1118
1119	`Fully offline processing`
1120
1121	`</span>`
1122	`</a>`
1123
1124	`</li>`
1125
1126	`<li class="md-nav__item">`
1127	`<a href="#competitive-research" class="md-nav__link">`
1128	`<span class="md-ellipsis">`
1129
1130	`Competitive research`
1131
1132	`</span>`
1133	`</a>`
1134
1135	`</li>`
1136
1137	`</ul>`
1138
1139	`</nav>`
1140
1141	`</li>`
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151	`<li class="md-nav__item">`
1152	`<a href="../cli-reference/" class="md-nav__link">`
1153
1154
1155
1156	`<span class="md-ellipsis">`
1157
1158
1159	`CLI Reference`
1160
1161
1162
1163	`</span>`
1164
1165
1166
1167	`</a>`
1168	`</li>`
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188	`<li class="md-nav__item md-nav__item--nested">`
1189
1190
1191
1192
1193
1194	`<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_6" >`
1195
1196
1197	`<label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">`
1198
1199
1200
1201	`<span class="md-ellipsis">`
1202
1203
1204	`Architecture`
1205
1206
1207
1208	`</span>`
1209
1210
1211
1212	`<span class="md-nav__icon md-icon"></span>`
1213	`</label>`
1214
1215	`<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">`
1216	`<label class="md-nav__title" for="__nav_6">`
1217	`<span class="md-nav__icon md-icon"></span>`
1218
1219
1220	`Architecture`
1221
1222
1223	`</label>`
1224	`<ul class="md-nav__list" data-md-scrollfix>`
1225
1226
1227
1228
1229
1230
1231
1232	`<li class="md-nav__item">`
1233	`<a href="../architecture/overview/" class="md-nav__link">`
1234
1235
1236
1237	`<span class="md-ellipsis">`
1238
1239
1240	`Overview`
1241
1242
1243
1244	`</span>`
1245
1246
1247
1248	`</a>`
1249	`</li>`
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260	`<li class="md-nav__item">`
1261	`<a href="../architecture/providers/" class="md-nav__link">`
1262
1263
1264
1265	`<span class="md-ellipsis">`
1266
1267
1268	`Provider System`
1269
1270
1271
1272	`</span>`
1273
1274
1275
1276	`</a>`
1277	`</li>`
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288	`<li class="md-nav__item">`
1289	`<a href="../architecture/pipeline/" class="md-nav__link">`
1290
1291
1292
1293	`<span class="md-ellipsis">`
1294
1295
1296	`Processing Pipeline`
1297
1298
1299
1300	`</span>`
1301
1302
1303
1304	`</a>`
1305	`</li>`
1306
1307
1308
1309
1310	`</ul>`
1311	`</nav>`
1312
1313	`</li>`
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333	`<li class="md-nav__item md-nav__item--nested">`
1334
1335
1336
1337
1338
1339	`<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_7" >`
1340
1341
1342	`<label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">`
1343
1344
1345
1346	`<span class="md-ellipsis">`
1347
1348
1349	`API Reference`
1350
1351
1352
1353	`</span>`
1354
1355
1356
1357	`<span class="md-nav__icon md-icon"></span>`
1358	`</label>`
1359
1360	`<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">`
1361	`<label class="md-nav__title" for="__nav_7">`
1362	`<span class="md-nav__icon md-icon"></span>`
1363
1364
1365	`API Reference`
1366
1367
1368	`</label>`
1369	`<ul class="md-nav__list" data-md-scrollfix>`
1370
1371
1372
1373
1374
1375
1376
1377	`<li class="md-nav__item">`
1378	`<a href="../api/models/" class="md-nav__link">`
1379
1380
1381
1382	`<span class="md-ellipsis">`
1383
1384
1385	`Models`
1386
1387
1388
1389	`</span>`
1390
1391
1392
1393	`</a>`
1394	`</li>`
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405	`<li class="md-nav__item">`
1406	`<a href="../api/providers/" class="md-nav__link">`
1407
1408
1409
1410	`<span class="md-ellipsis">`
1411
1412
1413	`Providers`
1414
1415
1416
1417	`</span>`
1418
1419
1420
1421	`</a>`
1422	`</li>`
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433	`<li class="md-nav__item">`
1434	`<a href="../api/analyzers/" class="md-nav__link">`
1435
1436
1437
1438	`<span class="md-ellipsis">`
1439
1440
1441	`Analyzers`
1442
1443
1444
1445	`</span>`
1446
1447
1448
1449	`</a>`
1450	`</li>`
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461	`<li class="md-nav__item">`
1462	`<a href="../api/agent/" class="md-nav__link">`
1463
1464
1465
1466	`<span class="md-ellipsis">`
1467
1468
1469	`Agent & Skills`
1470
1471
1472
1473	`</span>`
1474
1475
1476
1477	`</a>`
1478	`</li>`
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489	`<li class="md-nav__item">`
1490	`<a href="../api/sources/" class="md-nav__link">`
1491
1492
1493
1494	`<span class="md-ellipsis">`
1495
1496
1497	`Sources`
1498
1499
1500
1501	`</span>`
1502
1503
1504
1505	`</a>`
1506	`</li>`
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517	`<li class="md-nav__item">`
1518	`<a href="../api/auth/" class="md-nav__link">`
1519
1520
1521
1522	`<span class="md-ellipsis">`
1523
1524
1525	`Authentication`
1526
1527
1528
1529	`</span>`
1530
1531
1532
1533	`</a>`
1534	`</li>`
1535
1536
1537
1538
1539	`</ul>`
1540	`</nav>`
1541
1542	`</li>`
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552	`<li class="md-nav__item">`
1553	`<a href="../faq/" class="md-nav__link">`
1554
1555
1556
1557	`<span class="md-ellipsis">`
1558
1559
1560	`FAQ & Troubleshooting`
1561
1562
1563
1564	`</span>`
1565
1566
1567
1568	`</a>`
1569	`</li>`
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579	`<li class="md-nav__item">`
1580	`<a href="../contributing/" class="md-nav__link">`
1581
1582
1583
1584	`<span class="md-ellipsis">`
1585
1586
1587	`Contributing`
1588
1589
1590
1591	`</span>`
1592
1593
1594
1595	`</a>`
1596	`</li>`
1597
1598
1599
1600	`</ul>`
1601	`</nav>`
1602	`</div>`
1603	`</div>`
1604	`</div>`
1605
1606
1607
1608	`<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >`
1609	`<div class="md-sidebar__scrollwrap">`
1610	`<div class="md-sidebar__inner">`
1611
1612
1613	`<nav class="md-nav md-nav--secondary" aria-label="Table of contents">`
1614
1615
1616
1617
1618
1619
1620	`<label class="md-nav__title" for="__toc">`
1621	`<span class="md-nav__icon md-icon"></span>`
1622	`Table of contents`
1623	`</label>`
1624	`<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>`
1625
1626	`<li class="md-nav__item">`
1627	`<a href="#meeting-notes-and-follow-ups" class="md-nav__link">`
1628	`<span class="md-ellipsis">`
1629
1630	`Meeting notes and follow-ups`
1631
1632	`</span>`
1633	`</a>`
1634
1635	`</li>`
1636
1637	`<li class="md-nav__item">`
1638	`<a href="#research-processing" class="md-nav__link">`
1639	`<span class="md-ellipsis">`
1640
1641	`Research processing`
1642
1643	`</span>`
1644	`</a>`
1645
1646	`</li>`
1647
1648	`<li class="md-nav__item">`
1649	`<a href="#knowledge-gathering-across-platforms" class="md-nav__link">`
1650	`<span class="md-ellipsis">`
1651
1652	`Knowledge gathering across platforms`
1653
1654	`</span>`
1655	`</a>`
1656
1657	`</li>`
1658
1659	`<li class="md-nav__item">`
1660	`<a href="#team-onboarding" class="md-nav__link">`
1661	`<span class="md-ellipsis">`
1662
1663	`Team onboarding`
1664
1665	`</span>`
1666	`</a>`
1667
1668	`</li>`
1669
1670	`<li class="md-nav__item">`
1671	`<a href="#data-collection-and-synthesis" class="md-nav__link">`
1672	`<span class="md-ellipsis">`
1673
1674	`Data collection and synthesis`
1675
1676	`</span>`
1677	`</a>`
1678
1679	`</li>`
1680
1681	`<li class="md-nav__item">`
1682	`<a href="#content-creation-from-video" class="md-nav__link">`
1683	`<span class="md-ellipsis">`
1684
1685	`Content creation from video`
1686
1687	`</span>`
1688	`</a>`
1689
1690	`</li>`
1691
1692	`<li class="md-nav__item">`
1693	`<a href="#decision-tracking-over-time" class="md-nav__link">`
1694	`<span class="md-ellipsis">`
1695
1696	`Decision tracking over time`
1697
1698	`</span>`
1699	`</a>`
1700
1701	`</li>`
1702
1703	`<li class="md-nav__item">`
1704	`<a href="#zoom-teams-meet-integration" class="md-nav__link">`
1705	`<span class="md-ellipsis">`
1706
1707	`Zoom / Teams / Meet integration`
1708
1709	`</span>`
1710	`</a>`
1711
1712	`</li>`
1713
1714	`<li class="md-nav__item">`
1715	`<a href="#fully-offline-processing" class="md-nav__link">`
1716	`<span class="md-ellipsis">`
1717
1718	`Fully offline processing`
1719
1720	`</span>`
1721	`</a>`
1722
1723	`</li>`
1724
1725	`<li class="md-nav__item">`
1726	`<a href="#competitive-research" class="md-nav__link">`
1727	`<span class="md-ellipsis">`
1728
1729	`Competitive research`
1730
1731	`</span>`
1732	`</a>`
1733
1734	`</li>`
1735
1736	`</ul>`
1737
1738	`</nav>`
1739	`</div>`
1740	`</div>`
1741	`</div>`
1742
1743
1744
1745	`<div class="md-content" data-md-component="content">`
1746
1747	`<article class="md-content__inner md-typeset">`
1748
1749
1750
1751
1752
1753
1754
1755
1756	`<h1 id="use-cases">Use Cases<a class="headerlink" href="#use-cases" title="Permanent link">¶</a></h1>`
1757	`<p>PlanOpticon is built for anyone who needs to turn unstructured content — recordings, documents, notes, web pages — into structured, searchable, actionable knowledge. Here are the most common ways people use it.</p>`
1758	`<hr />`
1759	`<h2 id="meeting-notes-and-follow-ups">Meeting notes and follow-ups<a class="headerlink" href="#meeting-notes-and-follow-ups" title="Permanent link">¶</a></h2>`
1760	`<p><strong>Problem:</strong> You have hours of meeting recordings but no time to rewatch them. Action items get lost, decisions are forgotten, and new team members have no way to catch up.</p>`
1761	`<p><strong>Solution:</strong> Point PlanOpticon at your recordings and get structured transcripts, action items with assignees and deadlines, key decisions, and a knowledge graph linking people to topics.</p>`
1762	`<div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1"># Analyze a single meeting recording</span>`
1763	`<a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>planopticon<span class="w"> </span>analyze<span class="w"> </span>-i<span class="w"> </span>standup-2026-03-07.mp4<span class="w"> </span>-o<span class="w"> </span>./meetings/march-7`
1764	`<a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>`
1765	`<a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1"># Process a month of recordings at once</span>`
1766	`<a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings/march<span class="w"> </span>-o<span class="w"> </span>./meetings<span class="w"> </span>--title<span class="w"> </span><span class="s2">"March 2026 Meetings"</span>`
1767	`<a id="__codelineno-0-6" name="__codelineno-0-6" href="#__codelineno-0-6"></a>`
1768	`<a id="__codelineno-0-7" name="__codelineno-0-7" href="#__codelineno-0-7"></a><span class="c1"># Query what was decided</span>`
1769	`<a id="__codelineno-0-8" name="__codelineno-0-8" href="#__codelineno-0-8"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"What decisions were made about the API redesign?"</span>`
1770	`<a id="__codelineno-0-9" name="__codelineno-0-9" href="#__codelineno-0-9"></a>`
1771	`<a id="__codelineno-0-10" name="__codelineno-0-10" href="#__codelineno-0-10"></a><span class="c1"># Find all action items assigned to Alice</span>`
1772	`<a id="__codelineno-0-11" name="__codelineno-0-11" href="#__codelineno-0-11"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"relationships --source Alice"</span>`
1773	`</code></pre></div>`
1774	`<p><strong>What you get:</strong></p>`
1775	`<ul>`
1776	`<li>Full transcript with timestamps and speaker segments</li>`
1777	`<li>Action items extracted with assignees, deadlines, and context</li>`
1778	`<li>Key points and decisions highlighted</li>`
1779	`<li>Knowledge graph connecting people, topics, technologies, and decisions</li>`
1780	`<li>Markdown report you can share with the team</li>`
1781	`</ul>`
1782	`<p><strong>Next steps:</strong> Export to your team's wiki or note system:</p>`
1783	`<div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="c1"># Push to GitHub wiki</span>`
1784	`<a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>planopticon<span class="w"> </span>wiki<span class="w"> </span>generate<span class="w"> </span>--input<span class="w"> </span>./meetings<span class="w"> </span>--output<span class="w"> </span>./wiki`
1785	`<a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>planopticon<span class="w"> </span>wiki<span class="w"> </span>push<span class="w"> </span>--input<span class="w"> </span>./wiki<span class="w"> </span>--target<span class="w"> </span><span class="s2">"github://your-org/your-repo"</span>`
1786	`<a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a>`
1787	`<a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="c1"># Export to Obsidian for personal knowledge management</span>`
1788	`<a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>obsidian<span class="w"> </span>--input<span class="w"> </span>./meetings<span class="w"> </span>--output<span class="w"> </span>~/Obsidian/Meetings`
1789	`</code></pre></div>`
1790	`<hr />`
1791	`<h2 id="research-processing">Research processing<a class="headerlink" href="#research-processing" title="Permanent link">¶</a></h2>`
1792	`<p><strong>Problem:</strong> You're researching a topic across YouTube talks, arXiv papers, blog posts, and podcasts. Information is scattered and hard to cross-reference.</p>`
1793	`<p><strong>Solution:</strong> Ingest everything into a single knowledge graph, then query across all sources.</p>`
1794	`<div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="c1"># Ingest a YouTube conference talk</span>`
1795	`<a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"https://youtube.com/watch?v=..."</span><span class="w"> </span>--output<span class="w"> </span>./research`
1796	`<a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>`
1797	`<a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="c1"># Ingest arXiv papers</span>`
1798	`<a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"https://arxiv.org/abs/2401.12345"</span><span class="w"> </span>--output<span class="w"> </span>./research`
1799	`<a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a>`
1800	`<a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a><span class="c1"># Ingest blog posts and documentation</span>`
1801	`<a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"https://example.com/blog/post"</span><span class="w"> </span>--output<span class="w"> </span>./research`
1802	`<a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a>`
1803	`<a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="c1"># Ingest local PDF papers</span>`
1804	`<a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>./papers/<span class="w"> </span>--output<span class="w"> </span>./research<span class="w"> </span>--recursive`
1805	`<a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a>`
1806	`<a id="__codelineno-2-13" name="__codelineno-2-13" href="#__codelineno-2-13"></a><span class="c1"># Now query across everything</span>`
1807	`<a id="__codelineno-2-14" name="__codelineno-2-14" href="#__codelineno-2-14"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"What approaches to vector search were discussed?"</span>`
1808	`<a id="__codelineno-2-15" name="__codelineno-2-15" href="#__codelineno-2-15"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"entities --type technology"</span>`
1809	`<a id="__codelineno-2-16" name="__codelineno-2-16" href="#__codelineno-2-16"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"neighbors TransformerArchitecture"</span>`
1810	`</code></pre></div>`
1811	`<p><strong>What you get:</strong></p>`
1812	`<ul>`
1813	`<li>A unified knowledge graph merging entities across all sources</li>`
1814	`<li>Cross-references showing where the same concept appears in different sources</li>`
1815	`<li>Searchable entity index by type (people, technologies, concepts, papers)</li>`
1816	`<li>Relationship maps showing how ideas connect</li>`
1817	`</ul>`
1818	`<p><strong>Go deeper with the companion:</strong></p>`
1819	`<div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>planopticon<span class="w"> </span>companion<span class="w"> </span>--kb<span class="w"> </span>./research`
1820	`</code></pre></div>`
1821	`<div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>planopticon> What are the main approaches to retrieval-augmented generation?`
1822	`<a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>planopticon> /entities --type technology`
1823	`<a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a>planopticon> /neighbors RAG`
1824	`<a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a>planopticon> /export obsidian`
1825	`</code></pre></div>`
1826	`<hr />`
1827	`<h2 id="knowledge-gathering-across-platforms">Knowledge gathering across platforms<a class="headerlink" href="#knowledge-gathering-across-platforms" title="Permanent link">¶</a></h2>`
1828	`<p><strong>Problem:</strong> Your team's knowledge is spread across Google Docs, Notion, Obsidian, GitHub wikis, and Apple Notes. There's no single place to search everything.</p>`
1829	`<p><strong>Solution:</strong> Pull from all sources into one knowledge graph.</p>`
1830	`<div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="c1"># Authenticate with your platforms</span>`
1831	`<a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>planopticon<span class="w"> </span>auth<span class="w"> </span>google`
1832	`<a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a>planopticon<span class="w"> </span>auth<span class="w"> </span>notion`
1833	`<a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a>planopticon<span class="w"> </span>auth<span class="w"> </span>github`
1834	`<a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a>`
1835	`<a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a><span class="c1"># Ingest from Google Workspace</span>`
1836	`<a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a>planopticon<span class="w"> </span>gws<span class="w"> </span>ingest<span class="w"> </span>--folder-id<span class="w"> </span>abc123<span class="w"> </span>--output<span class="w"> </span>./kb<span class="w"> </span>--recursive`
1837	`<a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a>`
1838	`<a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="c1"># Ingest from Notion</span>`
1839	`<a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>--source<span class="w"> </span>notion<span class="w"> </span>--output<span class="w"> </span>./kb`
1840	`<a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a>`
1841	`<a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a><span class="c1"># Ingest from an Obsidian vault</span>`
1842	`<a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>~/Obsidian/WorkVault<span class="w"> </span>--output<span class="w"> </span>./kb<span class="w"> </span>--recursive`
1843	`<a id="__codelineno-5-14" name="__codelineno-5-14" href="#__codelineno-5-14"></a>`
1844	`<a id="__codelineno-5-15" name="__codelineno-5-15" href="#__codelineno-5-15"></a><span class="c1"># Ingest from GitHub wikis and READMEs</span>`
1845	`<a id="__codelineno-5-16" name="__codelineno-5-16" href="#__codelineno-5-16"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"github://your-org/project-a"</span><span class="w"> </span>--output<span class="w"> </span>./kb`
1846	`<a id="__codelineno-5-17" name="__codelineno-5-17" href="#__codelineno-5-17"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"github://your-org/project-b"</span><span class="w"> </span>--output<span class="w"> </span>./kb`
1847	`<a id="__codelineno-5-18" name="__codelineno-5-18" href="#__codelineno-5-18"></a>`
1848	`<a id="__codelineno-5-19" name="__codelineno-5-19" href="#__codelineno-5-19"></a><span class="c1"># Query the unified knowledge base</span>`
1849	`<a id="__codelineno-5-20" name="__codelineno-5-20" href="#__codelineno-5-20"></a>planopticon<span class="w"> </span>query<span class="w"> </span>stats`
1850	`<a id="__codelineno-5-21" name="__codelineno-5-21" href="#__codelineno-5-21"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"entities --type person"</span>`
1851	`<a id="__codelineno-5-22" name="__codelineno-5-22" href="#__codelineno-5-22"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"What do we know about the authentication system?"</span>`
1852	`</code></pre></div>`
1853	`<p><strong>What you get:</strong></p>`
1854	`<ul>`
1855	`<li>Merged knowledge graph with provenance tracking (you can see which source each entity came from)</li>`
1856	`<li>Deduplicated entities across platforms (same concept mentioned in Notion and Google Docs gets merged)</li>`
1857	`<li>Full-text search across all ingested content</li>`
1858	`<li>Relationship maps showing how concepts connect across your organization's documents</li>`
1859	`</ul>`
1860	`<hr />`
1861	`<h2 id="team-onboarding">Team onboarding<a class="headerlink" href="#team-onboarding" title="Permanent link">¶</a></h2>`
1862	`<p><strong>Problem:</strong> New team members spend weeks reading docs, watching recorded meetings, and asking questions to get up to speed.</p>`
1863	`<p><strong>Solution:</strong> Build a knowledge base from existing content and let new people explore it conversationally.</p>`
1864	`<div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="c1"># Build the knowledge base from everything</span>`
1865	`<a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings/onboarding<span class="w"> </span>-o<span class="w"> </span>./kb<span class="w"> </span>--title<span class="w"> </span><span class="s2">"Team Onboarding"</span>`
1866	`<a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>./docs/<span class="w"> </span>--output<span class="w"> </span>./kb<span class="w"> </span>--recursive`
1867	`<a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>./architecture-decisions/<span class="w"> </span>--output<span class="w"> </span>./kb<span class="w"> </span>--recursive`
1868	`<a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a>`
1869	`<a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="c1"># New team member launches the companion</span>`
1870	`<a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a>planopticon<span class="w"> </span>companion<span class="w"> </span>--kb<span class="w"> </span>./kb`
1871	`</code></pre></div>`
1872	`<div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>planopticon> What is the overall architecture of the system?`
1873	`<a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a>planopticon> Who are the key people on the team?`
1874	`<a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>planopticon> /entities --type technology`
1875	`<a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a>planopticon> What was the rationale for choosing PostgreSQL over MongoDB?`
1876	`<a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a>planopticon> /neighbors AuthenticationService`
1877	`<a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a>planopticon> What are the main open issues or risks?`
1878	`</code></pre></div>`
1879	`<p><strong>What you get:</strong></p>`
1880	`<ul>`
1881	`<li>Interactive Q&A over the entire team knowledge base</li>`
1882	`<li>Entity exploration — browse people, technologies, services, decisions</li>`
1883	`<li>Relationship navigation — "show me everything connected to the payment system"</li>`
1884	`<li>No need to rewatch hours of recordings</li>`
1885	`</ul>`
1886	`<hr />`
1887	`<h2 id="data-collection-and-synthesis">Data collection and synthesis<a class="headerlink" href="#data-collection-and-synthesis" title="Permanent link">¶</a></h2>`
1888	`<p><strong>Problem:</strong> You need to collect and synthesize information from many sources — customer interviews, competitor analysis, market research — into a coherent picture.</p>`
1889	`<p><strong>Solution:</strong> Batch process recordings and documents, then use the planning agent to generate synthesis artifacts.</p>`
1890	`<div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="c1"># Process customer interview recordings</span>`
1891	`<a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./interviews<span class="w"> </span>-o<span class="w"> </span>./research<span class="w"> </span>--title<span class="w"> </span><span class="s2">"Customer Interviews Q1"</span>`
1892	`<a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a>`
1893	`<a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a><span class="c1"># Ingest competitor documentation</span>`
1894	`<a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>./competitor-analysis/<span class="w"> </span>--output<span class="w"> </span>./research<span class="w"> </span>--recursive`
1895	`<a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a>`
1896	`<a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a><span class="c1"># Ingest market research PDFs</span>`
1897	`<a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span>./market-reports/<span class="w"> </span>--output<span class="w"> </span>./research<span class="w"> </span>--recursive`
1898	`<a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a>`
1899	`<a id="__codelineno-8-10" name="__codelineno-8-10" href="#__codelineno-8-10"></a><span class="c1"># Use the planning agent to synthesize</span>`
1900	`<a id="__codelineno-8-11" name="__codelineno-8-11" href="#__codelineno-8-11"></a>planopticon<span class="w"> </span>agent<span class="w"> </span>--kb<span class="w"> </span>./research<span class="w"> </span>--interactive`
1901	`</code></pre></div>`
1902	`<div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a>planopticon> Generate a summary of common customer pain points`
1903	`<a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a>planopticon> /plan`
1904	`<a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a>planopticon> /tasks`
1905	`<a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a>planopticon> /export markdown`
1906	`</code></pre></div>`
1907	`<p><strong>What you get:</strong></p>`
1908	`<ul>`
1909	`<li>Merged knowledge graph across all interviews and documents</li>`
1910	`<li>Cross-referenced entities showing which customers mentioned which features</li>`
1911	`<li>Agent-generated project plans, PRDs, and task breakdowns based on the data</li>`
1912	`<li>Exportable artifacts for sharing with stakeholders</li>`
1913	`</ul>`
1914	`<hr />`
1915	`<h2 id="content-creation-from-video">Content creation from video<a class="headerlink" href="#content-creation-from-video" title="Permanent link">¶</a></h2>`
1916	`<p><strong>Problem:</strong> You have video content (lectures, tutorials, webinars) that you want to turn into written documentation, blog posts, or course materials.</p>`
1917	`<p><strong>Solution:</strong> Extract structured knowledge and export it in your preferred format.</p>`
1918	`<div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="c1"># Analyze the video</span>`
1919	`<a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a>planopticon<span class="w"> </span>analyze<span class="w"> </span>-i<span class="w"> </span>webinar-recording.mp4<span class="w"> </span>-o<span class="w"> </span>./content`
1920	`<a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a>`
1921	`<a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="c1"># Generate multiple document types (no LLM needed for these)</span>`
1922	`<a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>markdown<span class="w"> </span>--input<span class="w"> </span>./content<span class="w"> </span>--output<span class="w"> </span>./docs`
1923	`<a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a>`
1924	`<a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a><span class="c1"># Export to Obsidian for further editing</span>`
1925	`<a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a>planopticon<span class="w"> </span><span class="nb">export</span><span class="w"> </span>obsidian<span class="w"> </span>--input<span class="w"> </span>./content<span class="w"> </span>--output<span class="w"> </span>~/Obsidian/Content`
1926	`</code></pre></div>`
1927	`<p><strong>What you get for each video:</strong></p>`
1928	`<ul>`
1929	`<li>Full transcript (JSON, plain text, SRT subtitles)</li>`
1930	`<li>Extracted diagrams reproduced as Mermaid/SVG/PNG</li>`
1931	`<li>Charts reproduced with data tables</li>`
1932	`<li>Knowledge graph of concepts and relationships</li>`
1933	`<li>7 types of markdown documents: summary, meeting notes, glossary, relationship map, status report, entity index, CSV data</li>`
1934	`</ul>`
1935	`<hr />`
1936	`<h2 id="decision-tracking-over-time">Decision tracking over time<a class="headerlink" href="#decision-tracking-over-time" title="Permanent link">¶</a></h2>`
1937	`<p><strong>Problem:</strong> Important decisions are made in meetings but never formally recorded. Months later, nobody remembers why a choice was made.</p>`
1938	`<p><strong>Solution:</strong> Process meeting recordings continuously and query the growing knowledge graph for decisions and their context.</p>`
1939	`<div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="c1"># Process each week's recordings</span>`
1940	`<a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a>planopticon<span class="w"> </span>batch<span class="w"> </span>-i<span class="w"> </span>./recordings/week-12<span class="w"> </span>-o<span class="w"> </span>./decisions<span class="w"> </span>--title<span class="w"> </span><span class="s2">"Week 12"</span>`
1941	`<a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a>`
1942	`<a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a><span class="c1"># The knowledge graph grows over time — entities merge across weeks</span>`
1943	`<a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"entities --type goal"</span>`
1944	`<a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"entities --type risk"</span>`
1945	`<a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"entities --type milestone"</span>`
1946	`<a id="__codelineno-11-8" name="__codelineno-11-8" href="#__codelineno-11-8"></a>`
1947	`<a id="__codelineno-11-9" name="__codelineno-11-9" href="#__codelineno-11-9"></a><span class="c1"># Find decisions about a specific topic</span>`
1948	`<a id="__codelineno-11-10" name="__codelineno-11-10" href="#__codelineno-11-10"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"What was decided about the database migration?"</span>`
1949	`<a id="__codelineno-11-11" name="__codelineno-11-11" href="#__codelineno-11-11"></a>`
1950	`<a id="__codelineno-11-12" name="__codelineno-11-12" href="#__codelineno-11-12"></a><span class="c1"># Track risks over time</span>`
1951	`<a id="__codelineno-11-13" name="__codelineno-11-13" href="#__codelineno-11-13"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"relationships --type risk"</span>`
1952	`</code></pre></div>`
1953	`<p>The planning taxonomy automatically classifies entities as goals, requirements, risks, tasks, and milestones — giving you a structured view of project evolution over time.</p>`
1954	`<hr />`
1955	`<h2 id="zoom-teams-meet-integration">Zoom / Teams / Meet integration<a class="headerlink" href="#zoom-teams-meet-integration" title="Permanent link">¶</a></h2>`
1956	`<p><strong>Problem:</strong> Meeting recordings are sitting in Zoom/Teams/Meet cloud storage. You want to process them without manually downloading each one.</p>`
1957	`<p><strong>Solution:</strong> Authenticate once, list recordings, and process them directly.</p>`
1958	`<div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="c1"># Authenticate with your meeting platform</span>`
1959	`<a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a>planopticon<span class="w"> </span>auth<span class="w"> </span>zoom`
1960	`<a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a><span class="c1"># or: planopticon auth microsoft</span>`
1961	`<a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a><span class="c1"># or: planopticon auth google</span>`
1962	`<a id="__codelineno-12-5" name="__codelineno-12-5" href="#__codelineno-12-5"></a>`
1963	`<a id="__codelineno-12-6" name="__codelineno-12-6" href="#__codelineno-12-6"></a><span class="c1"># List recent recordings</span>`
1964	`<a id="__codelineno-12-7" name="__codelineno-12-7" href="#__codelineno-12-7"></a>planopticon<span class="w"> </span>recordings<span class="w"> </span>zoom-list`
1965	`<a id="__codelineno-12-8" name="__codelineno-12-8" href="#__codelineno-12-8"></a>planopticon<span class="w"> </span>recordings<span class="w"> </span>teams-list<span class="w"> </span>--from<span class="w"> </span><span class="m">2026</span>-01-01`
1966	`<a id="__codelineno-12-9" name="__codelineno-12-9" href="#__codelineno-12-9"></a>planopticon<span class="w"> </span>recordings<span class="w"> </span>meet-list<span class="w"> </span>--limit<span class="w"> </span><span class="m">20</span>`
1967	`<a id="__codelineno-12-10" name="__codelineno-12-10" href="#__codelineno-12-10"></a>`
1968	`<a id="__codelineno-12-11" name="__codelineno-12-11" href="#__codelineno-12-11"></a><span class="c1"># Process recordings (download + analyze)</span>`
1969	`<a id="__codelineno-12-12" name="__codelineno-12-12" href="#__codelineno-12-12"></a>planopticon<span class="w"> </span>analyze<span class="w"> </span>-i<span class="w"> </span><span class="s2">"zoom://recording-id"</span><span class="w"> </span>-o<span class="w"> </span>./output`
1970	`</code></pre></div>`
1971	`<p><strong>Setup requirements:</strong></p>`
1972	`<table>`
1973	`<thead>`
1974	`<tr>`
1975	`<th>Platform</th>`
1976	`<th>What you need</th>`
1977	`</tr>`
1978	`</thead>`
1979	`<tbody>`
1980	`<tr>`
1981	`<td>Zoom</td>`
1982	`<td><code>ZOOM_CLIENT_ID</code> + <code>ZOOM_CLIENT_SECRET</code> (create an OAuth app at marketplace.zoom.us)</td>`
1983	`</tr>`
1984	`<tr>`
1985	`<td>Teams</td>`
1986	`<td><code>MICROSOFT_CLIENT_ID</code> + <code>MICROSOFT_CLIENT_SECRET</code> (register an Azure AD app)</td>`
1987	`</tr>`
1988	`<tr>`
1989	`<td>Meet</td>`
1990	`<td><code>GOOGLE_CLIENT_ID</code> + <code>GOOGLE_CLIENT_SECRET</code> (create OAuth credentials in Google Cloud Console)</td>`
1991	`</tr>`
1992	`</tbody>`
1993	`</table>`
1994	`<p>See the <a href="../guide/authentication/">Authentication guide</a> for detailed setup instructions.</p>`
1995	`<hr />`
1996	`<h2 id="fully-offline-processing">Fully offline processing<a class="headerlink" href="#fully-offline-processing" title="Permanent link">¶</a></h2>`
1997	`<p><strong>Problem:</strong> You're working with sensitive content that can't leave your network, or you simply don't want to pay for API calls.</p>`
1998	`<p><strong>Solution:</strong> Use Ollama for local AI processing with no external API calls.</p>`
1999	`<div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="c1"># Install Ollama and pull models</span>`
2000	`<a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a>ollama<span class="w"> </span>pull<span class="w"> </span>llama3.2<span class="w"> </span><span class="c1"># Chat/analysis</span>`
2001	`<a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a>ollama<span class="w"> </span>pull<span class="w"> </span>llava<span class="w"> </span><span class="c1"># Vision (diagram detection)</span>`
2002	`<a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a>`
2003	`<a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a><span class="c1"># Install local Whisper for transcription</span>`
2004	`<a id="__codelineno-13-6" name="__codelineno-13-6" href="#__codelineno-13-6"></a>pip<span class="w"> </span>install<span class="w"> </span>planopticon<span class="o">[</span>gpu<span class="o">]</span>`
2005	`<a id="__codelineno-13-7" name="__codelineno-13-7" href="#__codelineno-13-7"></a>`
2006	`<a id="__codelineno-13-8" name="__codelineno-13-8" href="#__codelineno-13-8"></a><span class="c1"># Process entirely offline</span>`
2007	`<a id="__codelineno-13-9" name="__codelineno-13-9" href="#__codelineno-13-9"></a>planopticon<span class="w"> </span>analyze<span class="w"> </span>-i<span class="w"> </span>sensitive-meeting.mp4<span class="w"> </span>-o<span class="w"> </span>./output<span class="w"> </span>--provider<span class="w"> </span>ollama`
2008	`</code></pre></div>`
2009	`<p>PlanOpticon auto-detects Ollama when it's running. If no cloud API keys are configured, it uses Ollama automatically. Pair with local Whisper transcription for a fully air-gapped pipeline.</p>`
2010	`<hr />`
2011	`<h2 id="competitive-research">Competitive research<a class="headerlink" href="#competitive-research" title="Permanent link">¶</a></h2>`
2012	`<p><strong>Problem:</strong> You want to systematically analyze competitor content — conference talks, documentation, blog posts — and identify patterns.</p>`
2013	`<p><strong>Solution:</strong> Ingest competitor content from multiple sources and query for patterns.</p>`
2014	`<div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="c1"># Ingest competitor conference talks from YouTube</span>`
2015	`<a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"https://youtube.com/watch?v=competitor-talk-1"</span><span class="w"> </span>--output<span class="w"> </span>./competitive`
2016	`<a id="__codelineno-14-3" name="__codelineno-14-3" href="#__codelineno-14-3"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"https://youtube.com/watch?v=competitor-talk-2"</span><span class="w"> </span>--output<span class="w"> </span>./competitive`
2017	`<a id="__codelineno-14-4" name="__codelineno-14-4" href="#__codelineno-14-4"></a>`
2018	`<a id="__codelineno-14-5" name="__codelineno-14-5" href="#__codelineno-14-5"></a><span class="c1"># Ingest their documentation</span>`
2019	`<a id="__codelineno-14-6" name="__codelineno-14-6" href="#__codelineno-14-6"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"https://competitor.com/docs"</span><span class="w"> </span>--output<span class="w"> </span>./competitive`
2020	`<a id="__codelineno-14-7" name="__codelineno-14-7" href="#__codelineno-14-7"></a>`
2021	`<a id="__codelineno-14-8" name="__codelineno-14-8" href="#__codelineno-14-8"></a><span class="c1"># Ingest their GitHub repos</span>`
2022	`<a id="__codelineno-14-9" name="__codelineno-14-9" href="#__codelineno-14-9"></a>planopticon<span class="w"> </span>auth<span class="w"> </span>github`
2023	`<a id="__codelineno-14-10" name="__codelineno-14-10" href="#__codelineno-14-10"></a>planopticon<span class="w"> </span>ingest<span class="w"> </span><span class="s2">"github://competitor/main-product"</span><span class="w"> </span>--output<span class="w"> </span>./competitive`
2024	`<a id="__codelineno-14-11" name="__codelineno-14-11" href="#__codelineno-14-11"></a>`
2025	`<a id="__codelineno-14-12" name="__codelineno-14-12" href="#__codelineno-14-12"></a><span class="c1"># Analyze patterns</span>`
2026	`<a id="__codelineno-14-13" name="__codelineno-14-13" href="#__codelineno-14-13"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"entities --type technology"</span>`
2027	`<a id="__codelineno-14-14" name="__codelineno-14-14" href="#__codelineno-14-14"></a>planopticon<span class="w"> </span>query<span class="w"> </span><span class="s2">"What technologies are competitors investing in?"</span>`
2028	`<a id="__codelineno-14-15" name="__codelineno-14-15" href="#__codelineno-14-15"></a>planopticon<span class="w"> </span>companion<span class="w"> </span>--kb<span class="w"> </span>./competitive`
2029	`</code></pre></div>`
2030	`<div class="highlight"><pre><span></span><code><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a>planopticon> What are the common architectural patterns across competitors?`
2031	`<a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a>planopticon> /entities --type technology`
2032	`<a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a>planopticon> Which technologies appear most frequently?`
2033	`<a id="__codelineno-15-4" name="__codelineno-15-4" href="#__codelineno-15-4"></a>planopticon> /export markdown`
2034	`</code></pre></div>`
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048	`</article>`
2049	`</div>`
2050
2051
2052	`<script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>`
2053
2054	`<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>`
2055	`</div>`
2056
2057	`<button type="button" class="md-top md-icon" data-md-component="top" hidden>`
2058
2059	`<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg>`
2060	`Back to top`
2061	`</button>`
2062
2063	`</main>`
2064
2065	`<footer class="md-footer">`
2066
2067	`<div class="md-footer-meta md-typeset">`
2068	`<div class="md-footer-meta__inner md-grid">`
2069	`<div class="md-copyright">`
2070
2071	`<div class="md-copyright__highlight">`
2072	`Copyright © 2026 CONFLICT LLC`
2073	`</div>`
2074
2075
2076	`Made with`
2077	`<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">`
2078	`Material for MkDocs`
2079	`</a>`
2080
2081	`</div>`
2082
2083
2084	`<div class="md-social">`
2085
2086
2087
2088
2089
2090
2091
2092
2093	`<a href="https://github.com/ConflictHQ/PlanOpticon" target="_blank" rel="noopener" title="github.com" class="md-social__link">`
2094	<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 7.1.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2025 Fonticons, Inc.--><path d="M173.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M252.8 8C114.1 8 8 113.3 8 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C436.2 457.8 504 362.9 504 252 504 113.3 391.5 8 252.8 8M105.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
2095	`</a>`
2096
2097	`</div>`
2098
2099	`</div>`
2100	`</div>`
2101	`</footer>`
2102
2103	`</div>`
2104	`<div class="md-dialog" data-md-component="dialog">`
2105	`<div class="md-dialog__inner md-typeset"></div>`
2106	`</div>`
2107
2108
2109
2110
2111
2112	<script id="__config" type="application/json">{"annotate": null, "base": "..", "features": ["navigation.instant", "navigation.tabs", "navigation.sections", "navigation.expand", "navigation.top", "search.suggest", "search.highlight", "content.code.copy", "content.tabs.link", "header.autohide"], "search": "../assets/javascripts/workers/search.2c215733.min.js", "tags": null, "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": null}</script>
2113
2114
2115	`<script src="../assets/javascripts/bundle.79ae519e.min.js"></script>`
2116
2117
2118	`</body>`
2119	`</html>`

PlanOpticon

Keyboard Shortcuts