Who is asking for a brief, and what they are hearing.

Anonymous counts from every brief we have written. Nothing here can be traced back to a person. Sources last checked May 2026.

7 briefs written. First on 2026-05-02, latest on 2026-05-02.

Small sample. Read the bars below as a hint, not a fact, until we have at least 200 briefs.

Where briefs come from

7 briefs across the archipelago.

Each pin is a Tulay region. Pin size is proportional to the count of briefs originating there. Hover to see the exact number. Drag to pan, double-click to zoom.

Who is walking through the door

Voice CSR▮▮▮▮▮▮··············2 (29%)

Content moderation▮▮▮·················1 (14%)

Data entry / back office▮▮▮·················1 (14%)

KPO, legal▮▮▮·················1 (14%)

KPO, medical▮▮▮·················1 (14%)

QA, team lead, supervisor▮▮▮·················1 (14%)

How readers describe themselves

Anxious veteran▮▮▮▮▮▮▮▮▮▮▮·········4 (57%)

Displaced knowledge worker▮▮▮▮▮▮··············2 (29%)

Opportunistic adapter▮▮▮·················1 (14%)

Most recommended pivots

Conversational Annotator▮▮▮▮▮▮▮▮▮▮▮▮▮▮······5 (71%)

AI Quality Assurance Tester▮▮▮▮▮▮▮▮▮▮▮·········4 (57%)

Data Annotator (Text/Dialogue)▮▮▮▮▮▮▮▮▮▮▮·········4 (57%)

RLHF Evaluator▮▮▮▮▮▮··············2 (29%)

Prompt Engineer (Junior)▮▮▮▮▮▮··············2 (29%)

Multilingual LLM Reviewer▮▮▮▮▮▮··············2 (29%)

AI Content Moderator▮▮▮·················1 (14%)

Computer Vision Annotator▮▮▮·················1 (14%)

Platforms most often recommended

Outlier▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮20 (286%)

Welocalize▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮▮8 (114%)

Appen▮▮▮▮▮▮▮▮▮▮▮▮▮▮······5 (71%)

Invisible Technologies▮▮▮▮▮▮▮▮▮▮▮·········4 (57%)