Synance connects AI labs and data companies with a verified global network of students, researchers, and domain specialists for any human-in-the-loop task that requires real expertise.
The problem
Finding experts who bridge specialized fields with technical AI feedback requirements is the primary friction in frontier model training.
The spectrum of needs ranges from simple single-dimension requests to highly specific multi-dimensional profiles that no existing platform can reliably source.
One platform, any combination of language, domain, level, and region — on demand.
Talent tiers
Task complexity, domain, and modality determine the tier. University enrollment is the quality signal across all three levels.
General human judgment tasks
Evaluation and response comparison, content review, multilingual and multimodal tasks, instruction following assessment, annotation and rating at scale.
Domain informed judgment tasks
Technical reasoning tasks, code and logic evaluation, scientific content review, linguistic and cultural nuance, complex instruction and structured domain tasks.
Frontier expert judgment tasks
Research-grade evaluation, high-stakes domain datasets, advanced reasoning and verification, safety and edge case testing, novel task design.
How it works
AI companies define exactly what they need and surface pre-vetted, matching profiles instantly. From search to deployment without the sourcing lag.
Define language, dialect, domain, task type, academic level, and volume with precision.
Pre-vetted profiles matching every parameter surface instantly — no sourcing lag.
Academic record, language metadata, task history, performance scores — full visibility.
Matched trainers onboard immediately. No friction, no delays, no guesswork.
Why Synance
Not crowdsourcing. Not end-to-end labeling. Open, academic-quality access directly to AI labs and to the platforms that serve them.
University enrollment is the vetting signal across all levels. A Generalist from Synance is not a random crowd worker — they are an enrolled student pre-screened by their institution. This is our most defensible differentiator.
AI labs access the talent pool directly. And crucially, so can managed data platforms when they hit sourcing bottlenecks, making Synance a B2B supplier to the entire industry.
Language, dialect, geography, domain expertise, task complexity, and academic level are all independent filters. Any single dimension or any combination. One platform, any profile.
Text, code, vision, audio, documents, agentic workflows — task complexity determines the tier, not the modality. Future-proof as AI training evolves beyond what exists today.
Synance searches the verified pool the moment you define a need. The match comes to you, compressing sourcing timelines from weeks to hours, even for the most specific profiles.
| Crowdsourcing Gig-based platforms |
Managed labeling End-to-end data providers |
Synance synance.ai |
|
|---|---|---|---|
| Curated academic talent | · | · | ✓ |
| Direct talent access | · | · | ✓ |
| Domain-specific experts | Limited | Limited | ✓ |
| Multi-dimensional filters | · | Limited | ✓ |
| Open to labs AND platforms | · | · | ✓ |
| Any task modality | Simple only | Partial | ✓ |
Commercial models
Start with access, validate the quality, and grow into managed contracts as volume scales. A natural land-and-expand dynamic.
Monthly subscription for ongoing access to the searchable talent pool. Filter by any combination of parameters and contact matched talent directly.
Best for: Companies with internal ops who need a reliable, always-on pipeline.
Synance matches and places talent. Pay a placement fee only on success — no subscription required. Available to AI labs and data platforms alike.
Best for: Project-based or occasional sourcing needs.
Synance builds, vets, and manages complete expert teams end-to-end. Includes ongoing quality SLAs and AI-assisted performance tracking.
Best for: Large campaigns requiring scale, expert quality, and full operational management.
“The biggest hurdle wasn’t the algorithms. It was getting reliable ground truth from people who actually understood the nuances of the data. We built Synance to be the bridge we wished we had.”
Team Synance
Engineers & Researchers
Join AI labs and data companies already working with Synance to access verified, academic-quality talent at any level of complexity.