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Meeting intelligence assistant

The meeting happened. The record still needs proof.

A meeting intelligence assistant prepares summaries, decision records and task candidates from authorized meeting material. It helps participants trace what was discussed, agreed or left unresolved back to the source. Werkon would validate capture, review and correction together; participants control recording permissions and consequential commitments, and approved task or calendar changes require separate authority.

Capture only the permitted meeting record

Audio, video, captions, chat, screens, whiteboards and documents may have different capture rules. Preserve participant notice and response, late arrivals, departures, guest and bot presence, and recording state. Provide a usable no-recording or alternative-participation route where required; attendance alone does not grant permission.

Keep original media and artifacts unchanged with source identifiers and digests. Time-aligned cues retain channel, overlap, silence, inaudible passages and speaker candidates. Diarization does not verify a person, and a machine transcript is distinct from a corrected transcript or verbatim claim.

Review commitments and control publication

Separate discussion, proposals, objections, preferences, decisions, assignments and unresolved issues. Preserve dissent and qualifications. Authorized participants accept, correct or reject consequential owners and dates; silence cannot assign work and a suggestion cannot become a commitment.

Validate destination, assignee, time zone, visibility, dependencies and approval before creating tasks or calendar changes. Recording, transcript, summary and task views can require different audiences and retention. Propagate corrections and access withdrawal while preserving source history and supersession receipts.

Meeting boundary

Move from spoken context to accepted work without inventing either.

A meeting contains media, conversation and operating authority, but they are not interchangeable. Four boundaries preserve what happened and what people actually accepted.

01

Meeting authority and participant state

Register purpose, organizer, agenda, participant roles, expected outputs, sensitivity, jurisdiction, accessibility and invited bots; resolve capture policy, notice and permitted media; preserve joining, leaving and response state; and provide an approved alternative when capture is not appropriate.

Required evidence: Meeting and series identifiers, purpose, organizer, agenda version, scheduled and actual times, time zone, participant and guest roster, role and authority, bot identity, recording policy, jurisdiction candidate, notice version and time, participant response, late join and early leave, media scope, accessibility path, exception, reviewer and blocked state.

02

Media, cue, and artifact provenance

Preserve original audio, video, captions, chat and shared artifacts with digests and access controls; create stable time-aligned cues; retain silence, overlap and inaudible state; and keep speaker attribution as a candidate until identity evidence is sufficient.

Required evidence: Recording and artifact identifier, source system, version and digest, capture channel, start and end offsets, cue identifier, raw and normalized text, caption source, language candidate, diarization cluster, speaker candidate and basis, overlap, inaudible span, edit history, redaction, access, retention and deletion state.

03

Summary, decision, and commitment candidates

Generate source-linked notes that preserve uncertainty, disagreement and alternatives; distinguish discussion from decision and proposal from commitment; extract owner and date candidates without filling missing fields; and route consequential content to the right participants for correction or acceptance.

Required evidence: Summary claim, cue and artifact citations, topic, decision or non-decision state, options, objection, qualification, unresolved issue, action candidate, proposed owner, owner evidence, date expression, normalized date candidate and time zone, dependency, confidence, contradiction, missing field, reviewer comment and rejected interpretation.

04

Confirmation, distribution, and follow-up

Require authorized acceptance for decisions, commitments, owners and dates; publish audience-specific views; validate every downstream write; preserve delivery and acceptance separately; track overdue or disputed work; and propagate corrections, access changes, retention and deletion decisions.

Required evidence: Decision approver and acceptance, assignee response, exact task and due date, destination and field permissions, write approval, idempotency key, committed record and receipt, audience, redaction and access policy, delivery and read state where reliable, dispute, correction, supersession, withdrawal, retention event, deletion decision and incident.

Meeting-to-work path

Keep the source beside every conclusion.

A transcript can be detailed and still misstate the meeting. Each stage preserves the evidence and authority needed to challenge the next one.

  1. 01

    Authorize the session

    Name the meeting purpose, outputs, sensitivity, participants, roles, media and bots; apply the relevant capture and access rules; deliver notice; record participant state; support accessibility and no-recording paths; and block capture when authority is unresolved.

    Owner
    Organizer, privacy, legal, records and accessibility owners
    Evidence
    Purpose, meeting type, participants, roles, jurisdictions, policy and platform terms, notice, response, media scope, bot identity, accessibility path, alternative path, exception, reviewer and capture decision.
  2. 02

    Preserve the source record

    Capture only approved media and artifacts, retain originals and digests, bind events to stable meeting and cue identifiers, synchronize time bases, preserve chat and document versions and mark overlap, gaps and speaker uncertainty.

    Owner
    Meeting-platform, media, security and records owners
    Evidence
    Original media, digest, source and channel, clock and offset mapping, cue identifier, raw caption or transcript, chat event, artifact version, speaker candidate, overlap, inaudible span, access and retention state.
  3. 03

    Draft from evidence

    Propose topics, summaries, decisions, open questions and actions with exact cue and artifact citations; preserve disagreement and qualifiers; expose contradictions and missing owner or date evidence; and prevent meeting content from controlling the system.

    Owner
    Meeting-intelligence, knowledge and security owners
    Evidence
    Candidate and configuration, model or provider version, claim-to-source map, alternatives, uncertainty, contradiction, prompt-injection result, proposed decision, action, owner, date and missing-information state.
  4. 04

    Confirm the operating record

    Let authorized participants replay sources, correct transcript and attribution, accept or reject decisions, acknowledge assignments, resolve dates and time zones, record objections and approve audience-specific publication.

    Owner
    Decision makers, participants, assignees and meeting owner
    Evidence
    Replayable cue, correction, speaker confirmation, decision authority, accepted wording, objection, task scope, assignee acceptance, due date, time zone, dependency, approver, audience and unresolved item.
  5. 05

    Write, distribute, and maintain

    Validate destinations and permissions, commit approved tasks and calendar changes once, publish the right views, reconcile delivery and downstream state, track disputes and overdue work and propagate correction, withdrawal, retention and deletion decisions.

    Owner
    Workflow, communications, records and correction owners
    Evidence
    Destination, field mapping, approval, idempotency key, write receipt, distributed artifact, audience, access, delivery, task state, dispute, correction, supersession, retention event, deletion receipt and incident review.

Authority map

Separate record mechanics, interpretation, and business authority.

A model can compress conversation. It cannot authorize recording, identify every speaker, decide what the group agreed or volunteer another person for work.

01

Deterministic meeting software

Software owns meeting, participant, artifact and cue identifiers; capture configuration; timestamps and digests; permissions; exact workflow states; validation; idempotent writes; retention; audit; correction and deletion propagation.

  • Meeting, participant, bot, artifact, cue, decision and task identity
  • Notice delivery, capture state, media scope, timestamps and source digests
  • Audience, access, destination, field, idempotency and retention rules
  • Review, delivery, dispute, correction, withdrawal and deletion receipts
02

Bounded AI assistance

AI can propose transcription, attribution, topics, summaries, decisions and actions from permitted sources, but every statement remains a candidate with visible origin, uncertainty and missing context until deterministic checks or authorized people accept it.

  • Speech, language, speaker and topic candidates
  • Source-linked summaries, questions, risks and disagreement candidates
  • Decision, commitment, owner, date and dependency candidates
  • Contradiction, omission, sensitive-content and correction suggestions
03

Human meeting and work authority

Qualified people own capture interpretation, participant rights, speaker confirmation, decision meaning, commitments, assignments, dates, sensitive distribution, exceptions, correction, deletion and every expansion of automated action.

  • Recording, notice, alternative participation and access decisions
  • Speaker, transcript, decision, objection and commitment confirmation
  • Assignment acceptance, deadline, priority and external promise
  • Sensitive release, correction, retention, deletion, incident and stop authority

Meeting-assistant components

Build an evidence chain, not an automatic notepad.

Meeting media, participants, generated notes and downstream work change on different clocks. Four components keep their relationships explicit.

01

Meeting, participant, and capture-authority registry

Version meeting purpose, series, agenda, organizer, participants, guests, bots, roles, jurisdictions, scheduled and actual times, accessibility needs, capture policy, notice, response, approved media, alternatives, exceptions and current access and retention decisions.

Operating contract: Invitation is not attendance, attendance is not permission, a platform indicator is not universal notice, organizer is not always decision maker, guest is not employee, bot is not invisible infrastructure and one meeting's capture authority does not cover another purpose.

02

Media, cue, and artifact evidence store

Preserve original audio, video, captions, chat, screens, whiteboards, polls and documents with source, version and digest; create stable time-aligned cues; retain raw and corrected text, channel, overlap, inaudible spans, language, speaker candidates, redactions and access history.

Operating contract: Caption is not transcript truth, diarization cluster is not a person, voice similarity is not identity, timestamp is not context, silence is not agreement, shared screen is not approved distribution and corrected text must not erase the original cue.

03

Claim, decision, and task review ledger

Bind each generated claim to cues and artifacts; preserve configuration, alternatives, uncertainty, disagreement, proposed decisions, commitments, owners, dates and dependencies; record transcript corrections, participant comments, authority checks, acceptance, rejection and unresolved state.

Operating contract: Mention is not conclusion, proposal is not decision, first-person plural is not named ownership, date phrase is not a due date, generated citation is not verified evidence, reviewer click is not group agreement and a silent assignee has not accepted work.

04

Distribution, action, and lifecycle ledger

Version recording, transcript, summary, decision and task views by audience; validate destinations and fields; commit approved writes once; preserve delivery, acceptance and downstream status separately; enforce access and retention; and propagate dispute, correction, withdrawal, deletion and supersession.

Operating contract: Sent is not read, read is not accepted, calendar event is not task ownership, task creation is not completion, summary access is not recording access, deletion request is not completed deletion and a correction that stops at the notes page has not repaired downstream work.

Delivery path

Prove one meeting type before widening the room.

A broad meeting rollout multiplies recording and attribution errors. Start with one bounded meeting type whose source, decision and follow-up can be replayed.

  1. 01

    Observe current meeting work

    Trace invitation, notice, capture, attendance, note-taking, media storage, transcription, decisions, tasks, distribution, access, retention, deletion, correction, staff effort, missed follow-up and known harm using authorized records.

  2. 02

    Define the meeting contract

    Name meeting, participant, bot, media, artifact, cue, speaker, claim, decision, objection, commitment, task, owner, date, audience, destination, retention, deletion, correction, cost and harm fields, states and authorities.

  3. 03

    Run in shadow

    Replay clear, overlapping, inaudible, accented, multilingual, late-join, guest, confidential, privileged, safety-sensitive, number-heavy, date-ambiguous, disputed, corrected and deleted cases against participant-approved records without publishing or writing tasks.

  4. 04

    Release one controlled path

    Limit meeting type, participants, media, language, destination and audience; require capture authorization, source links, participant confirmation and explicit write approval; test accessibility, permission, correction, withdrawal, deletion, restore and independent stop authority.

  5. 05

    Review after real follow-up

    Compare transcript and attribution defects, unsupported claims, decision acceptance, task ownership, correction reach, accessibility, staff effort, provider and operating cost, incidents and harm with the baseline before adding meetings, media, languages, systems or automated writes.

Meeting safeguards

Six controls before notes can become operating state.

The strongest controls stop unauthorized capture, unsupported summaries, invented commitments and misplaced records before they spread.

Purpose-bound capture, notice, and alternatives
Authorize each meeting type, purpose, participant class, bot and media under applicable policy, platform terms and law; deliver usable notice before capture; preserve response and attendance changes; support accessibility and approved no-recording paths; and prevent hidden, excessive or repurposed collection.
Immutable sources and honest speaker uncertainty
Keep original media, captions, chat and artifacts with digests and permissions; synchronize stable cues; retain raw and corrected text; mark gaps, overlap and inaudible passages; separate diarization from identity; and require evidence or participant confirmation before displaying a speaker as verified.
Source-linked synthesis with no invented closure
Constrain generation to permitted records, neutralize instructions inside meeting content, link every material claim to exact cues or artifacts, preserve alternatives and dissent, expose contradictions and missing context and forbid the system from turning questions, ideas, predictions or silence into conclusions.
Confirmed decisions, commitments, owners, and dates
Define who can confirm each decision and external commitment; let participants replay evidence and correct the record; require named assignee acceptance and explicit scope, due date, time zone, dependency and priority; retain objections; and keep unresolved candidates out of authoritative views.
Permission-aware publication and downstream writes
Separate access to recordings, transcripts, summaries, decisions and tasks; redact only under approved rules; validate audience, destination, tenant, identity, fields and approval; use idempotency; record committed receipts; reconcile delivery and acceptance; and never expose credentials or unrelated meeting context to the model.
Retention, correction, deletion, and stop authority
Apply purpose-specific retention and legal holds, expose disputes, preserve original and corrected versions, locate every downstream decision and task, propagate approved correction or withdrawal, verify deletion where required, test export and restore and let independent owners stop capture, publication, writes or provider access.

Outcome proof

Measure accepted follow-up, not minutes summarized.

A short summary can still be wrong in the one sentence that matters. Proof follows source coverage through participant acceptance and downstream correction.

Baseline

  • Meeting work by type, purpose, organizer, participant role, bot, media, language, agenda item, cue, artifact, speaker candidate, claim, decision, commitment, task, owner, date, audience, destination, correction, retention, deletion, cost and known harm
  • Evidence by capture authority, notice and response, participant state, original media and digest, cue and artifact identifiers, speaker basis, transcript version, claim citations, alternatives and uncertainty, decision authority, assignee acceptance, write receipt, access, correction, withdrawal and deletion receipt
  • Organizer, note-taker, participant, assignee, privacy, legal, records, security, accessibility and operations effort; replay, correction, duplicate entry, chasing, access repair, provider fees, interruption and operating cost
  • Unauthorized capture, missing notice, wrong participant, speaker, word, number, date, qualification, decision, owner, audience, destination, retention or deletion; lost dissent, inaccessible media, data exposure, duplicate task, stale record, incident and harm

Outcome evidence

  • More meetings leave a replayable, permission-aware record in which material summary claims cite exact sources and confirmed decisions, commitments, owners and dates are visibly distinct from generated candidates
  • Fewer transcript errors, speaker mistakes, missing objections, invented decisions, silent assignments, ambiguous dates, duplicate writes, inaccessible records, excessive sharing and orphaned corrections reach operating systems
  • Participants and assignees receive smaller review packets with disputed cues, alternatives, missing fields and destination effects visible while retaining correction, rejection, assignment, distribution, deletion and stop authority
  • Comparable cycles expose performance by meeting type, audio condition, language, participant group, provider and workflow without assuming accuracy, time saving, better attendance, faster decisions, completed work or business outcomes

Guardrails

  • Meeting, participant, bot, media, artifact, cue, speaker, claim, decision, task, owner, audience or destination is misbound; original evidence is lost; or confidential, privileged, personal or regulated content crosses tenant, purpose, role, provider or jurisdiction boundaries
  • Attendance appears consent, diarization appears identity, transcript appears verbatim, summary appears complete, proposal appears decision, mention appears assignment, calendar event appears acceptance, sent appears understood or deleted appears erased everywhere
  • The assistant records without authority, hides capture, obeys injected meeting content, invents facts or citations, suppresses dissent, creates external commitments, writes tasks without approval, publishes to broad audiences or learns silently from private material
  • Quality drifts across audio conditions or participant groups, notice and accessibility paths fail, provider or model changes bypass evaluation, corrections do not reach downstream work, retention or deletion fails, restore loses evidence, stop authority fails or expansion precedes measured harm review

Meeting-assistant fit

Use this pattern when capture and follow-up both have owners.

Good reason to begin

  • The organization can bound one meeting type, purpose, participant set, media scope, language, audience and destination and name organizer, capture, privacy, legal, records, security, accessibility, decision, task, correction, retention, deletion, cost, harm and stop owners.
  • Meetings, participants, bots, artifacts, cues, claims, decisions and tasks retain stable identifiers, timestamps and versions; source media can be replayed under permission; downstream receipts are exportable; and corrections can find every affected view and record.
  • Representative clear, overlapping, inaudible, accented, multilingual, late-join, guest, confidential, number-heavy, date-ambiguous, disputed, corrected and deleted cases plus participant-approved notes exist for shadow evaluation.
  • Participants can correct transcript and attribution, decision makers can reject conclusions, assignees can decline work, records owners can restrict or remove access and independent owners can stop capture, publication, writes, providers or the assistant safely.

Resolve before beginning

  • Meeting purpose, capture authority, participant notice, alternative participation, bot disclosure, source ownership, decision authority, task acceptance, audience, retention, deletion, correction, incident or stop ownership is unclear or disputed.
  • Original media cannot be reopened, participant and bot state is missing, cues lack stable identifiers, speaker labels have no basis, notes have no source links, downstream writes cannot be reconciled, permissions are broad or corrections cannot reach tasks and calendar records.
  • The desired first release permits hidden capture, automatic speaker identity, recording by default across contexts, unsupported summaries, model-decided commitments, silent task assignment, broad transcript sharing, private-data training or deletion without verified propagation.
  • The business case depends on guaranteed transcription or summary accuracy, universal recording compliance, replacement of human note owners, immediate organization-wide capture, lower headcount, time savings, faster decisions, better delivery or another unmeasured outcome.

Source basis

Sources behind the control model.

  • 01

    European Union

    Regulation (EU) 2016/679, Articles 5 and 13

    Where the Regulation applies, Article 5 addresses lawfulness, fairness, transparency, purpose limitation, data minimization, accuracy, storage limitation, security and accountability. Article 13 specifies information due when personal data are collected from a person, including controller, purpose, legal basis, recipients, retention and rights. It does not by itself authorize recording, choose the applicable basis or replace territorial, role, employment, communications or local-law analysis.

  • 02

    National Institute of Standards and Technology

    Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile

    NIST AI 600-1, published 26 July 2024, describes confabulation, human-AI configuration, privacy and information-integrity risks and suggests verifying sources and citations, documenting provenance, testing in deployment-like conditions and monitoring limitations. It is a voluntary cross-sectoral profile, not a meeting-product evaluation, legal rule, certification or proof that a generated summary is accurate.

  • 03

    World Wide Web Consortium

    Web Content Accessibility Guidelines 2.2

    The W3C Recommendation dated 12 December 2024 addresses alternatives for prerecorded audio and video, captions for prerecorded synchronized media and captions for live synchronized media, alongside wider web accessibility. Its scope is web content, it states that not all user needs are met and it does not prove transcript accuracy, speaker identity, meeting completeness, non-web accessibility or legal compliance.

  • 04

    World Wide Web Consortium

    WebVTT: The Web Video Text Tracks Format, 20 May 2026 draft

    The current Candidate Recommendation Draft defines time-aligned text and metadata cues with timing, payload and optional unique identifiers and supports voice annotations. W3C states that the draft is work in progress, may change and does not imply endorsement. Format conformance does not establish recording authority, caption accuracy, speaker identity, complete context, a decision or task ownership.

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