AI Data Services

RLHF,redteamingandpreferencedata.

Expert raters producing the comparison and safety data that shapes model behaviour.

  • RLHF
  • Red teaming
  • Domain experts
Team ranking AI assistant responses side by side on laptops
250k
Preference pairs
0.81
Rater agreement
30+
Expert domains
What we deliver

LLM Services service areas

Preference ranking

Side-by-side comparisons with written rationale.

Red teaming

Adversarial probing across safety categories.

Instruction writing

Prompt and response pairs from domain experts.

Evaluation

Rubric scoring for helpfulness and grounding.

Multilingual

Native raters for non-English behaviour.

Taxonomies

Harm and quality taxonomies you can defend.

How we work

Four steps from brief to steady state

  1. 1

    Rubric

    Quality dimensions defined together.

  2. 2

    Certify

    Raters qualified on seeded tasks.

  3. 3

    Collect

    Batched data with agreement scoring.

  4. 4

    Analyse

    Findings summarised for your team.

Team ranking AI assistant responses side by side on laptops

LLM Services delivered by a named team

What you get

Commitments we put in writing

  • Rater agreement reported on every delivered batch
  • Safety findings prioritised by severity and reachability
  • Domain experts, not generalists, on specialist content
Client consultation meeting with a Muenot delivery lead
Start a conversation

Tell us the requirement. We will scope a pilot.

Share your volumes and timelines to get a documented pilot plan before committing to scale.

  • Response within one business day
  • Scoping call with a delivery lead, not a sales rep
  • Written pilot proposal with pricing and acceptance criteria
Contact our team