Patent Pending — a system for creating, preserving, verifying, linking, and retrieving conversational memory derived from human conversations.
Conversations Become Organizational Memory
Six months after an important meeting, someone asks: what exactly did we decide, and why? The recording exists. The notes exist. But the answer is gone. Utteranz was built to make sure that never happens.

Organizations Lose Knowledge Every Day
Meetings happen. Lectures happen. Interviews happen. Consultations happen. But valuable knowledge often disappears once the conversation ends.
Forgotten decisions
Critical decisions made in meetings dissolve the moment the call ends, leaving no auditable trail.
Lost context
The reasoning behind a conclusion disappears, making it impossible to reconstruct why something was decided.
Staff turnover
Institutional knowledge walks out the door with every departing employee, consultant, or researcher.
Knowledge silos
Departments, teams, and individuals each hold a fragment of the conversation with no shared surface.
Repeated work
Teams re-litigate decisions that were already settled, because the prior discussion was never retained.
Broken continuity
New conversations ignore earlier ones, so projects restart from zero instead of building forward.
Institutional memory erodes silently. Utteranz rebuilds it from the conversations that already happen.
The Memory Pipeline
Every conversation passes through a deterministic pipeline that turns raw speech into retrievable institutional memory.
Conversation Capture
Live or recorded discussion captured.
01Source Preservation
Original audio and metadata preserved.
02Transcription
Multilingual speech to structured text.
03Interpretation
Intent, meaning, and rhythm extracted.
04Discussion Reconstruction
Threads reassembled into flow.
05Memory Creation
Knowledge units stored with metadata.
06Continuity Detection
Historical discussions reconnected.
07Verification
Every memory linked to its source.
08Knowledge Retrieval
Searchable across the institution.
09Conversation Capture
Live or recorded discussion captured.
Source Preservation
Original audio and metadata preserved.
Transcription
Multilingual speech to structured text.
Interpretation
Intent, meaning, and rhythm extracted.
Discussion Reconstruction
Threads reassembled into flow.
Memory Creation
Knowledge units stored with metadata.
Continuity Detection
Historical discussions reconnected.
Verification
Every memory linked to its source.
Knowledge Retrieval
Searchable across the institution.
Each stage is deterministic and traceable — every memory link, summary, and action item can be traced back to its originating conversation.
Beyond Recording. Beyond Summarization.
Utteranz is not a note-taker. It is an infrastructure layer that turns spoken dialogue into structured, retrievable institutional memory.
Multilingual Transcripts
Native-quality capture across languages.
Discussion Records
Faithful, attributable dialogue logs.
Structured Minutes of Meeting
Auto-structured, decision-ready MoM.
Discussion Flow Documentation
How the conversation actually evolved.
Action Items
Tracked owners, deadlines, status.
Follow-Ups
Continuity across future conversations.
Audio Briefs
Compressed spoken summaries.
Historical Continuity
Linked threads across time.
Source Traceability
Every memory linked to its origin.

Actual Utteranz output — Structured Minutes of Meeting generated from a live discussion
Understanding Meaning, Not Just Words
Utteranz reconstructs the intent, rhythm, and emotional arc of a conversation — preserving what was actually meant, not just what was said.

Actual output — Discussion Flow documentation from a live unscripted conversation
What Utteranz extracts beyond the words
Intent Preservation
The premise is framed humorously to test group reaction before any commitment — preserved without being labelled.
Conversational Rhythm
Setup → misdirection → reveal structure documented as Discussion Flow.
Emotional Tone
Half-serious proposal masked as jest — tonal ambiguity captured and attributed.
Discussion Flow
Full conversation arc reconstructed: opening premise → divergence → synthesis.
Utteranz preserved humor, conversational rhythm, and emotional intent without being told it was comedy. It correctly parsed the dynamic of a Kapil Sharma discussion without any prior labeling.
Conversations Remember Previous Conversations
Utteranz automatically identifies related historical discussions and reconnects them to current conversations.

Actual Utteranz interface — historical discussions automatically detected and linked
Project continuity
Every project carries its full discussion history forward.
Knowledge continuity
Decisions stay linked to their original reasoning.
Team continuity
New members inherit prior context instantly.
Institutional memory
The organization retains what individuals forget.
Every new conversation is checked against the full historical corpus — if a related thread exists, it's reconnected automatically.
Searchable Organizational Memory
Every conversation contributes to a growing organizational memory repository — searchable, retrievable, and traceable.

Actual Utteranz Memory console — 1,151+ conversations indexed and searchable, each linked to original audio
Full-text search
Query across every conversation ever processed.
Memory repository
1,000+ memories stored with source attribution.
Contextual retrieval
Results ranked by relevance and recency.
Every Memory Has A Source
Every transcript, summary, decision, and memory remains linked to its original conversation source.
Validation
Every memory verified against its source.
Governance
Retention and access under institutional policy.
Auditability
Full audit trail from decision to origin.
Trust
Stakeholder confidence in institutional record.
Source Verification Panel
Q3 budget reallocation approved for engineering headcount
Linked source: Budget Review · Mar 19, 2026 · 47 min
Every transcript, summary, and memory retains a one-click link back to the original recorded conversation.
Data Sovereignty & Deployment Control
Your organizational memory remains under your control.
Utteranz is designed for institutions that require control over their data, infrastructure, and knowledge assets.
Unlike platforms that depend on vendor-controlled storage and opaque data movement, Utteranz supports deployment models aligned with institutional governance requirements.
Local-First Architecture
Conversation records, transcripts, memory repositories, and generated outputs can remain within infrastructure controlled by the institution.
Data Localization
Organizations can choose where conversational records and memory assets are stored to align with regulatory, organizational, and jurisdictional requirements.
Deployment Flexibility
Cloud, private cloud, on-premise, or institution-managed environments.
Data Sovereignty
Institutional knowledge remains an institutional asset, not a vendor asset.
Institutional Control
Organizations retain control over retention policies, access controls, governance requirements, archival strategies, and historical knowledge assets.
Architecture Ownership
The organizational memory architecture, continuity framework, governance controls, and knowledge repository remain native capabilities of Utteranz. Processing technologies may evolve over time while institutional memory remains preserved within the Utteranz platform.
Organizational memory should remain under organizational control.
Utteranz is designed with that principle from the beginning.
Engineered for High-Stakes Environments
Utteranz serves institutions where knowledge continuity, traceability, and governance are not optional.
Education & Research
Lectures, seminars, scholarly discourse.
Healthcare
Consultations, clinical reviews, handovers.
Government
Proceedings, committees, policy reviews.
Audit & Compliance
Audit trails, evidence, traceability.
Consulting
Engagements, recommendations, decisions.
Training
Workshops, coaching, knowledge transfer.
Media
Interviews, productions, content archives.
Universities
Councils, academic governance, records.
Predictable Infrastructure Licensing
Total Processing Minutes represent the total conversation processing capacity available during the license period.
Institutional Edition
Annual deployment licensing
Starting at ₹3,00,000 + GST
Enterprise Edition
Annual deployment licensing
Starting at ₹5,00,000 + GST
Pro Max
Processing Capacity
3600 Minutes
180 Days license
₹11,999 + GST
- Multilingual transcripts
- Memory repository
- Historical continuity
- Source traceability
Pro
Processing Capacity
1800 Minutes
90 Days license
₹6,999 + GST
- Multilingual transcripts
- Memory repository
- Historical continuity
- Source traceability
Pro Lite
Processing Capacity
600 Minutes
30 Days license
₹2,999 + GST
- Multilingual transcripts
- Memory repository
- Historical continuity
- Source traceability
Trial
Processing Capacity
15 Minutes
30 Days license
Free
- Multilingual transcripts
- Memory repository
- Historical continuity
- Source traceability
All tiers include Discussion Reconstruction, Memory Creation, Continuity Detection, and Source Traceability. Volume licensing and on-premise options available for Institutional and Enterprise buyers.
The Architect
Kalyan Saikia
Focus
Infrastructure
Discipline
Memory Systems
Built For
Institutions
Your Organization Already Creates Knowledge
The question is whether that knowledge survives the conversation.
Direct line: +91 99452 55111 · Responses within 24 hours
