benchr

Playbooks you can follow

Complete processes, stage by stage. Each stage names what you start with, what to do, and what you should have at the end of it.

benchr has not run these capabilities itself. Each stage points at a record describing what a provider documents, read on the date shown.

Screenshot to a reviewed pull requestA picture of a screen becomes a branch with the component built, the tests written and the diff ready for a human.
Rebuild → Place → Review → Hand over
4 stagesAn hour of attention, mostly in reviewComplete
A pile of PDFs to a structured datasetHundreds of documents become one table with a page citation behind every value.
Read → Shape → Check → Validate
4 stagesA day to design the schema, then overnight per batchComplete
A site with no API to a daily feed you ownDrive the browser once to learn the path, freeze it into a connector, and check one record against the page yourself before it runs unattended.
Discover → Freeze → Contract → Wrap → Compare → Schedule
6 stagesSet up once, checked by hand, then unattendedComplete
An undocumented repository to a documented test suiteTurn code nobody understands into tests that state what it is supposed to do - which is documentation that fails when it lies.
Map → Characterise → Break → Package → Run
5 stagesSeveral unattended runs over a weekComplete
Raw meeting audio to decisions and ownersAn hour of recording becomes a short list of what was decided, who owns it, and the timestamp that proves it.
Transcribe → Attribution → Extract → Archive
4 stagesMinutes per meeting once it is wiredComplete
A support inbox to answers you have actually gradedBefore any reply is sent to a customer, the same pipeline runs over old tickets where the right answer is already known.
Split → Record → Dry run → Grade → Cache → Re-check
6 stagesTwo days to build the grader, then continuousComplete
A cost audit to a cheaper route, without changing the answerFind out where the money actually goes before switching models, because usually it is repeated context rather than the model's rate.
Measure → Split → Compare → Price
4 stagesMeasured on live traffic, checked by hand, then pricedComplete
An idea to a narrated product clipStills first, motion second, voice last - the order that keeps control where you still have it.
Stills → Motion → Voice
3 stagesA day, most of it iterating on stillsComplete
A brief to a finished commercialNine stages, and the expensive one is not the one people expect. Generation is cheap; continuity and selection are the work.
Idea → Script → Reference → Shot list → Stills → Motion → …
9 stagesTwo to five days for thirty seconds, most of it discarding takesComplete