Expertise
We source people who can actually do the work — engineers, researchers, and domain specialists.
Expert human infrastructure for AI
The expert human layer behind frontier AI.
We build and operate calibrated teams of engineers, researchers, and domain experts for model evaluation, post-training, and agent testing.
Model evaluationPost-training dataAgent testingRed teaming
Synthium Agents · live evaluation
- Agent
- Task
- Execution
- Expert Eval
- Score
- Failure Analysis
CorrectnessTool useArchitectureTask completion
Built for frontier AI teams
01The problem
The harder AI gets, the harder it is to evaluate.
Advanced systems require people who can actually judge code, reasoning, research, domain knowledge, safety, and real-world task completion. Generic annotation isn't enough.
02What we build
Expert infrastructure for the AI development loop.
Four products, one operating model: expert judgment, calibrated quality, and managed capacity.
03Flagship
AI agents need expert evaluators.
Coding and AI agents can't be reliably evaluated by generic annotators. Synthium provides calibrated software engineers and technical experts to assess what agents actually do.
- Code generation
- Debugging
- Repository-level reasoning
- Tool use
- Task completion
- Architecture
- Security
- Failure modes
04Why Synthium
Quality arbitrage, not labour arbitrage.
We sell expert judgment, calibrated quality, and managed expert capacity — not cheap human labor.
Calibration
Experts are trained and validated against your project-specific standards before producing anything.
Quality
Multi-level review, adjudication, and continuous contributor measurement keep the bar steady.
Scale
Expand qualified capacity on demand without lowering the quality bar.
Commodity annotation
Synthium
Commodity labels
Expert judgment
Generalist workforce
Specialist experts
Volume-first
Quality-first
Generic guidelines
Project-specific calibration
05Expertise
Expertise where the hard problems live.
Built from India's deepest technical talent pools — engineers, researchers, competitive programmers, doctors, lawyers, finance professionals, and multilingual experts.
- ENGINEERING
- MATHEMATICS
- SCIENCE
- FINANCE
- LEGAL
- MEDICAL
- LANGUAGES
- RESEARCH
06How it works
Your quality bar becomes our production standard.
A repeatable operating model, visualized — the detail lives on How We Work and Quality.
- Define
- Source
- Screen
- Calibrate
- Produce
- Verify
- Scale
07Proof
We'd rather show you than claim.
We don't publish customer names or invent metrics. Credibility comes from methodology, transparency, and a pilot you can inspect.
Methodology over marketing
Every engagement is scoped, calibrated, and measured against a defined quality bar.
A quality system you can audit
Gold tasks, reviewer agreement, adjudication, and rework — explained openly on our Quality page.
Pilot before commitment
Start small. We help you scope the expert profile, task design, and acceptance criteria up front.
08Research
Researching the frontier of AI evaluation.
Benchmark reports, human-vs-LLM-as-a-judge studies, expert calibration research, and coding-agent failure analysis. We're building authority, not just capacity.
09Get started
Have a difficult AI data or evaluation problem?
Start with a focused pilot. We'll help define the expert profile, workflow, calibration standard, and production plan.