SolutionsPhoto needed · 21:9A data team reviewing samplesA small data team reviewing labeled samples on large monitors and printed contact sheets in a bright studio.Wide image under the opening
Data for every stage of the model.
From pre-training corpora to held-out evaluation sets, every solution is sourced to your spec, verified item by item and delivered licensed.
Solutions
AI training data solutions
What we deliver, from RLHF and evaluation sets to teleoperation, speech, video and 3D data.
01Custom datasetsTraining data sourced and commissioned to your written specification, verified item by item and delivered licensed for the use you need.02RLHF & preference dataPairwise and rubric-graded preference data from credential-checked domain experts, with rationales captured and agreement reported.03SFT dataExpert-written demonstrations, reasoning traces and dialogues for supervised fine-tuning, built to your style guide and second-reviewed.04Evaluation benchmarksPrivate, held-out evaluation sets written by domain experts, with calibrated difficulty and grading rubrics, never published.05Red teaming & safety dataExpert-written adversarial prompts, harm-taxonomy labels and safe-completion data, collected under controls for sensitive content.06Robotics teleoperation dataTeleoperated manipulation demonstrations and synchronized sensor recordings from trained operators, labeled for success and delivered licensed.07Speech & audio dataConsented speech and audio recordings with verified transcripts, speaker metadata and acoustic fingerprints, licensed per recording.08Image datasetsLicensed images from consenting creators with model and property releases, expert captions and perceptual-hash duplicate checks.09Video datasetsLicensed video from consenting creators with temporal captions, releases for people on screen and frame-level duplicate checks.103D & CAD data3D meshes, CAD drawings and point clouds from consenting designers and engineers, fingerprinted by shape and labeled by experts.11Document & structured dataLicensed documents and tabular data, expert-labeled and scanned for personal data that is masked before delivery.12Multilingual dataTraining, preference and evaluation data written natively in each language by speakers and translators, reviewed by a second native speaker.13Data annotationData annotation and labeling by credential-checked domain experts, with every label traceable to its source and a second-expert review pass.14Data licensingTraining data licensed with consent, terms and releases bound to each item, signed provenance and a receipt listing every item by hash.
Industries
Training data by industry
Verified, consented data and expert annotation for the industries building with AI.
Industries overview01Frontier AI labsExpert-written fine-tuning, preference and held-out evaluation data for frontier labs, with consent, human origin and provenance verified on every item.02RoboticsManipulation demonstrations, multi-view video and synchronized sensor data from trained operators, labeled for success and failure and delivered licensed.03Autonomous vehiclesLicensed driving video, point clouds and expert-reviewed scene labels for perception, prediction and planning, sourced to your edge-case specification.04HealthcareClinician-authored cases, expert-graded model answers and reviewed annotations for healthcare AI, with consent, privacy screening and provenance on every item.05Life sciencesReasoning traces, protocol data and expert-graded answers from working scientists, for drug discovery, lab automation and scientific language models.06LegalAttorney-written demonstrations, contract annotations and graded legal answers for legal AI, with privacy screening and signed provenance on every item.07Financial servicesAnalyst and accountant-made reasoning, extraction and evaluation data for banking, investment and fintech models, verified and delivered licensed.08InsurancePolicy wording, claims documents and damage imagery labeled and graded by insurance specialists, for underwriting, claims and customer service models.09ManufacturingDefect imagery, CAD and 3D data, process documents and teleoperation demonstrations for industrial AI, labeled and reviewed by engineers.10Retail & e-commerceLicensed product photography, catalog attributes, relevance judgments and shopping-assistant data, with releases and human-origin records on every item.11Media & entertainmentLicensed music, audio, video, photography and writing from consenting creators, with training permission, releases and provenance on every work.12EducationWorked solutions, tutoring dialogues, graded student-style work and curriculum-aligned items from educators and subject experts, verified and licensed.13Public sectorDocument, language and evaluation data for government AI, with consent, privacy screening, signed provenance and an audit trail that procurement can review.14AgricultureCrop, disease, pest, livestock and field-operation data labeled by agronomists and specialists, for agricultural vision, advisory and robotics models.
Expertise
Expert-labeled AI training data by field
The fields our experts practice, for AI teams that need them and professionals who want to join.
Expertise overview01Clinical medicinePhysician-authored clinical cases, reasoning traces and model evaluations for medical AI, with every item verified, reviewed and licensed.02RadiologyRadiologist-made findings labels, segmentations, report annotations and evaluations for imaging AI, with consent, provenance and second-reader review.03PharmacologyExpert-written drug reasoning, interaction cases and model evaluations from pharmacists and pharmacologists, verified, reviewed and licensed.04Contract lawAttorney-written clause labels, redlines, playbook reviews and evaluations for contract AI, across jurisdictions, verified and licensed.05LitigationLitigator-written arguments, citation checks, discovery labels and model evaluations for legal AI, verified, reviewed and licensed.06Corporate financeExpert-built valuation models, filings analysis, finance problem sets and graded model reasoning for financial AI, verified and licensed.07AccountingCPA- and chartered-accountant-made journal entries, standards reasoning, reconciliations and model evaluations for accounting AI.08Mechanical engineeringEngineer-written design problems, annotated drawings, CAD models and graded reasoning for engineering AI, verified and licensed.09Software architectureExpert-written system designs, code reviews, architecture decisions and agent trajectory grades for coding AI, verified and licensed.10MathematicsNewly written problems, proofs, worked solutions and step-level grades for mathematical reasoning models, verified and licensed.11ChemistryChemist-written problems, reaction and mechanism labels, spectra annotation and model evaluations for chemistry AI, verified and licensed.12LinguisticsLinguist-made phonetic, morphological, syntactic and semantic annotation for speech and language AI, verified, consented and licensed.13TranslationHuman translations, post-edits, translation error annotation and quality judgments for multilingual AI, verified, consented and licensed.14TeleoperationTeleoperated robot demonstrations with success labels, recovery behaviors and synchronized sensor streams, recorded by vetted operators and licensed.15ArchitectureArchitect-labeled floor plans, drawings, BIM models and design critiques for spatial and generative design AI, verified and licensed.16Music theoryTheorist-made harmonic analysis, score and MIDI alignment, original compositions and musical judgments for music AI, consented and licensed.
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