Mercor vs Surge AI

Mercor — Application · Private · $20B valuation · 4 of 4 figures sourced  |  Surge AI — Application · Private · $0 raised · 3 of 3 figures sourced

Relationship

Both are expert-workforce training-data services for AI labs, named together on Prolific's own Mercor-alternatives page.

1 of 2 capabilitiesShared product typeSourced competitorTrain or fine-tune a model

1 of 2 capabilities — Shares data labelling.

Ludbee capability tags · from the product records

Shared product type — Both ship data service.

Ludbee product records

Sourced competitor — “Scale AI and Surge AI represent the most direct competitors, offering comprehensive services in AI data annotation and expert talent sourcing.”

sacra.com · checked 2026-09-19

Train or fine-tune a model — Rivals on this job — Adapt a base model to a domain, or train one from scratch — the platforms, capacity and tooling that job needs.

Ludbee needs vocabulary · the scope on the sourced edge

Aligned comparison

FieldMercorSurge AI
Size$20B valuation$0 raised different basis
Employees265150 Surge AI has 43% fewer
Founded20232020 3 yrs earlier
StatusPrivatePrivate match
CategoryApplicationApplication match
Stack layerData serviceData service match
HeadquartersSan Francisco, USASan Francisco, USA match

Capability overlap

Shared · 1

Data labelling

Not verified for Surge AI · 1

Evaluation and observability

Recorded for Mercor. Surge AI’s product records say nothing either way — a missing record is not a missing capability.

Surge AI has no capability Mercor lacks, among the 1 recorded here.

Products, side by side

Hand-checked pairing

Mercor

Data service

Mercor DataData service

A service that sources real enterprise workflow data from partner organisations for frontier AI training, in exchange for analysis of where AI can help those organisations.

Mercor Enterprise EvalsData service

Expert-built evaluations of a customer's own AI agents, measuring whether they work and what they cost to run.

Mercor for EnterpriseData service

Recruits and manages domain experts who produce training data and evaluations for AI labs.

Off-the-shelf DataData service

Pre-built, peer-reviewed AI post-training datasets (APEX-Agents, SWEBench Ext., TerminalBench, BrowseComp and more) available for immediate licensing to AI labs.

Surge AI

Data service

Surge AI Off-the-Shelf DatasetsData service

Pre-built, licensable AI training data and reinforcement-learning environments, sold separately from Surge AI's custom human-data-labeling services.

Surge AI data platformData service

Human data service producing labelled datasets, evaluations and reinforcement-learning environments for model developers.