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Invictt AI

Speech-to-Text & Transcription Pipelines

Meetings, calls and media turned into accurate, searchable, speaker-attributed text at volume.

Time to value
Processing your archive within 2–3 weeks.
Deployment
Can run fully on your infrastructure
Category
Conversational & Voice AI
A woman wearing headphones typing into a transcript document while a phone sits beside her laptopThe manual version of this
A man relaxed at his desk, hands behind his head, smiling at his laptopOnce it's AI-assisted

01/The problem

Recordings are write-only storage. Nobody re-listens to a fifty-minute call to find the one commitment that was made inside it, so the commitment is effectively lost the moment the call ends.

02/How it works

The operating model

What enters, what the system does with it, and what reaches you.
Read the detail behind each stage

01

Ingest at volume

Batch or streaming, from your recording platform, telephony, or an archive of files nobody has opened in years.

02

Transcribe and diarise

Word-level timestamps with speaker separation, plus a custom vocabulary for the product names and jargon that generic models reliably mangle.

03

Structure

Summaries, decisions, action items and follow-ups extracted as fields, not as a wall of prose you still have to read.

04

Make it searchable

Full-text and semantic search across the whole archive, with playback that jumps to the exact second.

03/What's included

What you actually receive

Concrete deliverables, not a statement of intent.

Batch and streaming ingestion from your recording sources

Word-level timestamps with speaker diarisation

Custom vocabulary for domain terms and product names

Structured extraction of decisions, actions and follow-ups

Searchable archive with timestamp-linked playback

On-prem GPU deployment option for confidential recordings

Built with

  • Whisper
  • WhisperX
  • Diarization
  • GPU batch inference
  • OpenSearch

Tooling is chosen per engagement. This is what this kind of build typically uses, not a fixed stack we sell.

04/Also in this category

Conversational & Voice AI

An agent that gets the substance right, and hands over cleanly.

ListenUnderstandRespond
A man juggling a phone handset and a radio at once, sticky notes covering his shirtVoice agents

Voice Agents

Phone assistants that book, qualify and answer correctly — for reception, support or lead qualification — and hand over cleanly the moment they should not be handling it.

Connect → Ground → Escalate

A man wearing headphones speaking into a studio microphoneText-to-speech

Text-to-Speech & Voice Integrations

A consistent, branded voice across IVR, product and content — generated rather than re-recorded every time the copy changes.

Establish the voice → Pipeline it → Deliver

Is this the problem you have?

Tell us what it looks like at your end. We will say honestly whether this is the right fit — including when it is not.

Ask about Transcription pipelines