fairshot
For teams

Hire a tested AI team.

Every person passes our test and yours, and you see their scores before the project starts. First batch free.

Book a free callor write to sales@fairshot.app
Scores per personTest results and accuracy for each team member, with names withheld.
Checked batchesKnown-answer items in every batch, a second review and free rework.
Secure by default18 or older, an NDA for every project, and the work stays inside your tools.

How a project runs

ScopePreference pairs, EN + VI
Volume20,000 a month
Quality target95% agreement
Priceper item
Agreed
01Scope

Deliverables, quality target, volume and price per batch.

QualificationYour guideline test
Took it24 people
Passed11
On the team8
Team of 8 ✓
02Train and qualify the team

A lead learns your guidelines and trains the team; then our test and one built from yours.

Batch 32,000 pairs
Known-answer accuracy97.2%
Second review10%
Reworkfree
Delivered
03Checked batches

Known-answer items in every batch, a second review and free rework.

This weekReport
Items6,000
Accuracy97.0%
Turnaround2.1 days
On target ✓
04Weekly report

Volume, accuracy and turnaround. Invoiced per batch.

What we deliver

Which answer is better?
AHà Nội là thủ đô của Việt Nam.
BThủ đô là TP. Hồ Chí Minh.
B has a factual errorSaved
AI evaluation & RLHF

Rated pairs with reasons, against your guidelines.

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def total(items):
  return sum(items[1:])
  return sum(items)
Off by one · test addedPass
Coding evaluation

AI-written code reviewed, tests written, solutions rated.

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EN · Which city is the capital of Australia?VI · Thủ đô của Úc là thành phố nào?
Read by a native speakerChecked
Language data

Vietnamese and Southeast Asian writing, translation, adaptation.

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Finding #14The model explained a local loan scam when asked in slang.
Severity: HighUnsafe
Safety testing

Local slang, scams and sensitive topics, written up.

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Clip 0412 · Central accent“Mạ ơi, con về rồi nì…”
Transcribed · 0:04Checked
Speech & audio

Recorded and transcribed in three Vietnamese accents.

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Vietnamese test set v1
Items1,000
Reviewers per item2
Every item checked twiceReady
Datasets

Vietnamese test sets and speech, built to order and licensed.

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The cards show examples of each kind of work, not client data.

First batch free. Started within 7 days.

Up to 200 tasks. You get the batch back with an accuracy report.

Book a free callor write to sales@fairshot.app