01Quality pipeline
Four stages between your scope and your result
How an engagement is designed to run: from the scope you agree with us to the result you receive, with expert work and independent review in between.
Stage 1 of 4 · Intake
Scope the data need
- The domain and the kind of training or evaluation data
- The task types and questions in scope
- What a finished delivery looks like
Output of this stage
An agreed scope
02How an engagement works
Two sides of every engagement
How an engagement is designed to work: buyers scope the need and receive the result, vetted experts do the work, and Pensator runs everything in between.
Phases of an engagement
For buyers
AI labs, data vendors, AI products
Tell us the need
Share the training or evaluation data you need.
Agree the scope
The domain, the task types, and what a finished delivery looks like.
Nothing to manage
Experts do the work and it is reviewed — you don’t run a workforce.
Receive the result
Finished data or evaluation: answer sets, evaluations or test sets.
Pensator
Runs everything in between
Scope agreed
The need becomes a written scope, agreed before work starts.
Experts matched
Vetted experts are matched to that scope.
Independent review
Every piece of expert work is checked by someone else.
Delivery assembled
Reviewed work becomes the finished delivery.
For experts
Vetted domain experts
Vetted for the domain
Experts are vetted for the domain — for Indian tax, Chartered Accountants.
Matched to scoped work
Matched to the work the buyer has agreed with us.
Do the expert work
Write and check answers, evaluate model outputs, explain each error.
Work is reviewed
Quality-checked independently before anything is delivered.
AI labs, data vendors, AI products
- 1
Scope
Tell us the need
Share the training or evaluation data you need.
Pensator: Scope agreed
- 2
Match
Agree the scope
The domain, the task types, and what a finished delivery looks like.
Pensator: Experts matched
- 3
Work & review
Nothing to manage
Experts do the work and it is reviewed — you don’t run a workforce.
Pensator: Independent review
- 4
Deliver
Receive the result
Finished data or evaluation: answer sets, evaluations or test sets.
Pensator: Delivery assembled