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Teammately

AI Alignment Infrastructure

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About Teammately

Teammately provides an AI alignment infrastructure that connects expert elicitation, coverage design, and evaluation or optimization loops to shape how AI behaves within an organization. It aims to turn enterprise judgment into ongoing development capability, enabling teams to influence AI behavior through standards, rubrics, and benchmark coverage. The platform is a system for enterprise-wide alignment rather than a one-off dataset tool.

The product works by having agents prepare review materials, organize questions, and adapt elicitation as experts respond. Expert judgment is reviewed and interpreted, then turned into standards that guide training, evaluation, and deployment. Engineers retain control over production changes while the platform coordinates the elicitation and interpretation tasks to scale expert input.

Teammately emphasizes its ability to support multiple capabilities in AI alignment: rubrics and policies that codify shared criteria, elicitation that converts judgment into actionable standards, and benchmarking that ties behavior to expert definitions. It describes how coverage connects production interactions to planned representations, enabling explicit handling of rare or consequential edge cases.

Key features

  • Rubrics and coverage provide shared standards for AI development.
  • Elicitation turns expert judgment into actionable policies and routines.
  • Coverage keeps benchmarks connected to real AI interactions.
  • Benchmark Eval evaluates how behavior meets defined standards.
  • Trialground enables controlled evaluation of harnesses against rubrics.
  • Lemon Weave constructs cases and training material for improvement.
  • Lemon Elicit adapts reviews and interviews to uncover reasoning.
  • Lemon Goal guides harness improvements through benchmark-driven experiments.

Pros and cons

Pros

Provides an integrated workflow for expert elicitation, benchmarking, and evaluation.

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Frequently asked questions

What is Teammately?
Teammately is an agent-driven software platform for making your organization’s expertise part of how your AI learns and improves.
What is it for?
It enables enterprise teams to align AI with internal judgment, standards, and coverage throughout development.

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