Owned
Source files, working assets and handover notes leave with you.
05.04
What you get
Human-quality labels for your training data: RLHF, ranking, or classification.
PriceQuoted
Usually done in · 3 days
- RLHF preference and ranking data
- Classification and tagging
- Clear rubric agreed up front
- Consistency checks across the set
Delivery architecture
What the engagement protects.
The medium changes. These working guarantees do not.
Verified
The agreed output is checked in its real delivery context.
Direct
No subcontractor chain between the brief and the build.
Scoped
The outcome, exclusions and price are visible before production.
Build sequence
Four visible moves.
Signal
Define the audience, input, output, deadline and real constraint.
Scope
Agree the smallest useful deliverable, exclusions and one flat number.
Produce
Build, show working progress and revise against the agreed outcome.
Transfer
Verify the final result, deliver the files and document the handover.
Linked work / live demoProof, not promises:
Proof, not promises:
Meridian — operable analytics surface
A working DAX-built demonstration for this service — open it, click it, judge the craft directly.
Related instrumentsOften paired in
All Data servicesOften paired in
data.
+Data analysis & reportsThe question answered, with the chart that proves it.↗+Web scrapingStructured data off any site — Scrapy on a residential-IP VPS.↗+Data cleaningDedupe, normalize, fix the formatting nightmare.↗+DashboardsLive KPIs in one screen — the report you stop rebuilding.↗+Data entry & lead listsClean, verified B2B lists — Apollo/Clay/Hunter enriched.↗+Excel & spreadsheet toolsSmart templates that calculate, validate, and format themselves.↗
Service intake / openNeed
Need
data labeling & annotation?
Send the specifics and deadline. You’ll get a direct fit check and a flat scope.