INRAXO

Case studies

Samples first. Claims later.

The fastest way to judge a data vendor is to look at their actual output. So we share working samples with any serious lab, under NDA, before a single rupee changes hands.

Part one

Samples we provide

These are sample datasets we have produced across every line we offer. Each one shows our standards, guidelines and review process in practice.

TTS voice recording sample

Studio quality scripted speech showing our recording standards, voice direction, and consent documentation.

Sample available on request under NDA.

Voice data sample

Validated speech data with speaker metadata and ASR validation, showing our collection and QC standards.

Sample available on request under NDA.

Video data sample

Captured and annotated video demonstrating our annotation guidelines and review process.

Sample available on request under NDA.

Legal document sample

A sourced and validated legal document set showing our digitisation and expert validation standards.

Sample available on request under NDA.

RLHF sample

An example preference ranking task pack showing task design, guidelines, and double review in practice.

Sample available on request under NDA.

Part two

How a full engagement runs

Three blueprints showing how a complete project would work end to end | the workflow, and the quality gates that sit between each stage and delivery.

Blueprint 01

RLHF preference data project

A preference dataset for reward modeling, built by experts in the target domain.

Workflow

  1. 01Scoping call and NDA, then written task definition agreed with the lab
  2. 02Guideline drafting, with edge cases and refusal criteria documented
  3. 03Calibration round on a small task set, reviewed jointly with the lab
  4. 04Expert staffing from the vetted network, matched by domain
  5. 05Live ranking production in batches, with rationales captured per comparison
  6. 06Delivery in the lab's schema, with a guideline changelog

Quality gates

  • —Calibration sign off before live production begins
  • —Independent QC review on a second pass of every batch
  • —Random audits across contributors throughout the project
  • —Inter annotator agreement checks on overlapping items

Blueprint 02

Custom TTS voice dataset project

A purpose built speech corpus for text to speech, across the accents and styles you specify.

Workflow

  1. 01Voice profile definition: languages, accents, speaking styles, recording spec
  2. 02Script design and review, including conversational and scripted prompts
  3. 03Speaker sourcing and audition against the voice profile
  4. 04Consent and rights documentation signed per speaker, per recording
  5. 05Recording in controlled conditions with live direction
  6. 06Audio QC, transcription alignment and metadata tagging, then delivery

Quality gates

  • —Audition approval before any speaker records at volume
  • —Technical audio check on every file (noise floor, clipping, loudness)
  • —Transcript accuracy review by a second reviewer
  • —Rights documentation completeness check before delivery

Blueprint 03

Red teaming and safety evaluation project

Adversarial testing and safety scoring of a model against a policy you define.

Workflow

  1. 01Threat model and policy taxonomy agreed with the lab
  2. 02Attack strategy design across categories and languages
  3. 03Red teamer staffing, including domain specialists where the policy demands it
  4. 04Adversarial prompting rounds with structured logging of every attempt
  5. 05Severity scoring and reproducibility validation on each finding
  6. 06Findings report with reproduction steps and a scored benchmark set

Quality gates

  • —Policy calibration test before live red teaming
  • —Second reviewer confirms every reported failure reproduces
  • —Severity scores double scored, disagreements adjudicated
  • —Final report reviewed against the agreed taxonomy before hand off

Be our first featured case study.

We are looking for the first labs to run full engagements with us | and we would rather earn a case study than write one. Samples, engagement designs, and expert profiles are all available under NDA at info@inraxo.com.

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