Proof hub
Evidence before a vendor claim.
Start with case studies, buyer guides, and service evidence that helps a buying committee compare fit before sending a brief.
Case examples, buyer guides, and service routes stay connected so proof is easy to inspect.
110,000+
verified language specialists
300+
languages across active service lines
4,500+
dialects and regional variants
110+
rare and indigenous language pairs
1,000+
brands served since 2015
Proof scale
300+ languages 1,000+ brands served since 2015 across AI data, translation, localization, media, and interpretation.Delivered volume
What we have actually delivered, by data type.
Completed work across AI data programmes since 2015, not capacity estimates. Every engagement is covered by its own agreement, so totals are shown without naming clients. Ask for the modality closest to your programme and we will walk you through how that work was scoped, reviewed, and accepted.
Delivered-work record by modality, founder-verified 15 August 2026. These are collection volumes; annotation, labelling and segmentation are counted separately and are not added to these figures.
Platform evidence
Proof includes the operating layer behind the outcome.
Review the system that holds schema versions, calibration, acceptance decisions, and delivery history together.
Inspect the platformProof paths
Choose the evidence your buying committee needs.
Use case studies for delivery evidence, buyer guides for vendor qualification, and service pages for scope fit.
Case studies
Review selected language and AI data engagements by challenge, response, outcome, and operating constraint.
Open case studiesBuyer guides
Compare vendors with questions on security, reviewer fit, calibration, language coverage, and acceptance evidence.
Open buyer guidesService evidence
Map the proof to translation, localization, interpretation, multimedia, or AI data service requirements.
Open servicesCoverage evidence
Rare-language capacity starts with a network you can verify.
110+ rare and indigenous pairs sit inside a network of 110,000+ verified language specialists, built and maintained by MoniSa.
Inspect the networkProof of work
Proof close enough to challenge.
Each record keeps the useful detail: the challenge, what we did, the quality controls, and the scoped outcome.
Buyer questions
Answers in writing, before you ask for a call.
The questions buyers send before a scope conversation, answered on the page rather than in a meeting. Take them to your team, then send us the one we did not answer.
What should count as proof when evaluating a language vendor?
Work matching your content type, language difficulty, and outcome — documented with the scope, the constraint, and the result. Aggregate volume is not proof: total words delivered says nothing about whether a vendor has handled a problem like yours.
Why are client logos not used as proof here?
A logo shows a relationship existed. It says nothing about what was delivered or how it went, and confidentiality terms usually prohibit displaying it anyway. Documented cases stating scope, constraint, and result carry more information and can be interrogated, which a logo wall cannot.
How can a buyer verify a vendor’s claims before signing?
Ask for the claim’s unit and scope — what the number counts, over what period, for what kind of work — and for a documented case where the same claim held. A claim that cannot be restated precisely enough to check is not one to rely on.
What happens if you cannot staff one of my language pairs?
You are told before a date is agreed, not after. Coverage is reported pair by pair as staffed today or needing a recruitment window, with the window stated — in writing, while the scope is still being agreed. Nobody new goes onto live work until a pilot batch has been reviewed and signed off. A coverage claim you cannot check before signing is not coverage.
Next step
Send the details that decide the quote.
A useful brief names the language, content, deadline, review depth, and proof the buying team needs.
Production-ready brief
01Language pair, dialect, and script02Content or data type03Volume and deadline04QA and reviewer requirement05Security and access requirement06Proof needed for buyer approval