Proprietary Datasets
Proprietary Expert Data
Premium, enterprise-grade datasets with dedicated support and custom licensing options.
Each node represents a neural pathway
Languages
Domain Experts
Grade
Our Process
Every dataset is built like a research project — not an assembly line.
Our process ensures each dataset is purpose-built for a specific model capability. We work from first principles — identifying the gap, designing the data shape, piloting with experts, and scaling only after quality is proven.
01
Identify the Gap
02
Architect the Dataset
03
Design Scenarios, Prompts, Tasks, & Rubrics
04
Run a Pilot
05
Refine Until It Ships
06
Scale With Confidence
07
Deliver & Maintain
IdentifytheGap
Wepinpointaspecificmodelweaknessanddefinewhattrainingsignalwouldaddressit.
Weworkwithyourteamtostudyerroranalyses,benchmarks,andreal-worldfailures—mappingexactlywherethemodelfallsshortbeforetouchinganydata.
ArchitecttheDataset
Wedefinetheschema,annotationguidelines,speakerdistribution,andacceptancecriteriaupfront.
Thisincludesdataformat,metadatastructure,demographicbalance,andedge-casehandling.Thearchitecturedocumentbecomesthesourceoftruthforeverythingdownstream.
DesignScenarios,Prompts,Tasks,&Rubrics
Weauthortheexactprompts,scenarios,andtaskflowscontributorswillfollow.
Rubricsincludescoringdimensions,pass/failthresholds,andworkedexamples.WealsodesignthetaskUIwithvalidationrulesandinlineguidancesocontributorsfocusonthework,notthetooling.
RunaPilot
Asmallcohortofdomainexpertscompletesthetaskend-to-endtostress-testtheguidelines.
Wemonitorcompletionrates,inter-annotatoragreement,andqualityinrealtime.Contributorsflagambiguouspromptsandedgecasestheguidelinesdidn'tanticipate.
RefineUntilItShips
Wereviewpilotoutputsagainstbenchmarks,tightentherubric,anditerateuntilqualityisconsistent.
Multiplerefinementcycles—statisticalchecks,manualaudits,andA/Btestsonguidelinevariations—ensurereproduciblequality,notjustagoodpilotbatch.
ScaleWithConfidence
Thevalidatedpipelineopenstothousandsofvettedcontributorswithautomatedqualitychecks.
Contributorsarematchedbyverifiedskills,language,anddomainexpertise.Qualityscoresaretrackedovertime,andtopperformersareprioritizedforhigh-stakestasks.
Deliver&Maintain
Datasetsshipwithdocumentation,versioning,andaqualityreport.
Wetreatdatasetsaslivingartifacts—issuingnewversionswithcorrectionsandexpandedcoverage.Fullversionhistoryletsyoutracewhatchanged,when,andwhy.
Getting Started
From first conversation to data delivery in days, not months.
We keep the process simple. Tell us what you're building, review samples, sign a license, and your team gets access — with ongoing support every step of the way.
Tell Us What You Need
Schedule a brief call with our team. We will learn about your model, your gaps, and send you curated samples to evaluate.
Agree on Terms
We finalize a data license scoped to your team's datasets and intended use cases — nothing more, nothing less.
Get Access
Your team receives access within one to two business days, along with documentation and integration support.