Who we work with

Different institutions. Shared need: evidence they can use.

Syntony adapts the method to the organization, the question, the people affected, and the decision at stake—without lowering the standard for scope, evidence, limits, or follow-through.

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One firm, different modes

Syntony can serve as an independent evaluator, research partner, governance advisor, or evaluation-engineering partner. The role and any conflicts are stated before the work begins.

The organization changes what useful evidence looks like.

A nonprofit may need a benchmark that changes a public conversation. A university may need reproducible methods and publication-ready artifacts. A public agency may need evidence for acquisition or oversight. A company may need a release decision. An AI lab may need a robust evaluation that survives model iteration.

The common requirement is work that can be inspected, understood, and used by the people it is meant to serve.

Client groups

How Syntony can help

These are starting points, not boxes. Cross-institution projects and multidisciplinary teams are common.

01

Nonprofits & civil society

Technical and analytical partnership for organizations shaping how AI affects communities, institutions, rights, welfare, and the public interest.

Common work
  • Benchmark design and validation
  • Independent research and evidence reviews
  • Advocacy and policy evidence
  • Organizational AI policies
  • Datasets, prototypes, and public tools
Useful outputs

Credible public evidence, a defensible methodology, an accessible technical artifact, and clearly disclosed assumptions, funding, review rights, and limitations.

02

Academia & research institutes

Research collaboration and engineering support for teams that need to turn a strong question into a rigorous, reproducible study or evaluation.

Common work
  • Research and experimental design
  • Benchmark and evaluator validation
  • Replication and robustness testing
  • Dataset and tooling development
  • Analysis and publication support
Useful outputs

Transparent methods, versioned code and data where appropriate, traceable results, uncertainty analysis, documentation, and publication-ready material.

03

Defense & government

Specialized evaluation and governance work for public institutions buying, testing, overseeing, or deploying AI-enabled systems.

Common work
  • TEVV and mission-oriented evaluation
  • AI acquisition and vendor evidence
  • Red teaming and agent security
  • Governance and authorization readiness
  • Strategic risk and decision support
Useful outputs

Test protocols, replayable evidence, control and ownership maps, acceptance criteria, review inputs, regression tests, and decision briefs.

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04

Enterprise & product teams

Focused evaluation and implementation for organizations developing, buying, or already operating AI in products and internal workflows.

Common work
  • Pre-deployment evaluation
  • Agent and workflow red teaming
  • Vendor and model comparison
  • Controls and review processes
  • Continuous evaluation infrastructure
Useful outputs

Evidence tied to a product or operating decision, practical mitigations, release or acceptance criteria, accountable owners, and tests that can run again.

05

AI labs & model developers

Independent or collaborative evaluation work for teams developing models, agents, alignment interventions, safeguards, and evaluation programs.

Common work
  • Model and agent evaluation
  • Benchmark design and adversarial validation
  • Red teaming and safeguards testing
  • Training-intervention evaluation
  • Evaluation harnesses and data pipelines
Useful outputs

Robust methods, held-out tests, calibrated scoring, replayable traces, model and evaluator sensitivity analysis, and explicit claims and non-claims.

Ways of working

Choose the role the work requires

  1. 01Independent evaluator

    Test an existing system, benchmark, claim, or program against agreed criteria.

  2. 02Research partner

    Co-design and execute a study while making authorship, review, and publication terms explicit.

  3. 03Governance advisor

    Turn findings and commitments into practical controls, ownership, and decision processes.

  4. 04Evaluation engineer

    Build the harness, pipeline, prototype, or internal tool needed to run the work repeatedly.

Same standard, different constraints

Terms fit the institution.

Public-interest and academic partners may need publication independence, accessible outputs, funder disclosure, and open methods. Commercial and public-sector clients may need confidentiality, security controls, information separation, or restricted disclosure.

Syntony makes those differences explicit without blurring the evidence standard or overstating what a result proves.

Find the right starting point

Tell us what you are trying to learn, test, change, or build.

We will help define the smallest useful engagement and the evidence or artifact it should produce.

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