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RLHF and human feedback

RLHF data from people who can judge the answer.

Post-training quality depends on the judgment behind every preference, rating and critique. Indika AI runs human feedback programs with vetted domain experts who rank, rate and stress-test your model's outputs against your rubric, and delivers the result as a reusable dataset.

Request a pilot →For AI product teams, model developers and frontier labs
60K+
Vetted annotators and domain experts
25+
Enterprise clients
10+
Industry verticals
1–2 wks
Typical pilot kickoff after SOW

What you get

Preference ranking and response comparison

Pairwise and ranked comparisons of model outputs at scale, scored against your rubric.

Critique and rating data

Structured ratings and written critiques on helpfulness, factuality, tone and safety.

Red-teaming and safety evaluation

Adversarial testing that looks for the failure modes your internal evals miss.

Domain rubrics

Evaluation rubrics built with subject-matter experts, so “good” means the same thing to every reviewer.

Where teams use it

Healthcare
Clinicians judge medical answers for safety and escalation, not just fluency.
Legal and compliance
Lawyers review reasoning, citations and risk in legal responses.
Finance
Analysts check numbers, assumptions and regulatory caveats.
Code and agents
Senior engineers write code review rubrics and evaluate agentic tool use.

How a program runs

  1. 01
    Write the rubric together
    We turn your definition of a good answer into a rubric with your subject-matter experts.
  2. 02
    Match and vet the people
    Credential verification, structured interviews and task-based screening for your domain before anyone joins the program.
  3. 03
    Pilot on a gold set
    A scoped pilot on your data, scored against examples you trust, before anything scales.
  4. 04
    Scale with QA built in
    Multi-layer review, agreement checks and calibration keep reviewers consistent as volume grows.
  5. 05
    Deliver into your pipeline
    Datasets land in your tools or through our API, with QA reports.

Safe to hand your data to

What procurement and security teams ask us first.

  • ISO 27001 and ISO 9001 certified, SOC 2 Type II audited, GDPR compliant
  • Independently owned, with no competing house model
  • Your data is never used to train our own models
  • Mutual NDAs before any data or use-case details are shared

Frequently asked questions

Who does the ranking and evaluation?

Vetted domain experts matched to your task, such as physicians, lawyers, engineers, analysts and linguists, not an anonymous crowd. Each one passes credential verification, a structured interview and task-based screening.

Can you work to our own rubric and guidelines?

Yes. We use your rubric and guidelines, or build them with your subject-matter experts before the pilot.

How fast can an RLHF pilot start?

Scoped pilots typically kick off within 1–2 weeks of a signed SOW.

Do you train models on our data or outputs?

No. Indika AI is independently owned, has no competing house model and never uses customer data to train its own models.

Further reading

Other services

Test us on your own data

Ask about a no-cost pilot: your data, your guidelines, your acceptance criteria. Our team responds within one business day.

Request a pilot →
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