Products / The catalog

Real-world data, ready to license.

Every dataset below exists, inside facilities we hold under contract. Browse by vertical and availability, review the spec sheet, and request a quotation. If it isn't listed, we can collect it.

190+  datasets4  verticals128+  sources
AVAILABILITY

15 OF 15 LISTED DATASETS, FULL CATALOG (190+) AVAILABLE UNDER NDA

PHYSICALAVAILABLE NOW

Denim finishing line: egocentric video

First-person capture across sanforizing, stitching, and QC stations at a working denim mill. Pose and process-step labels included.

egocentric_videoposeprocess_steps
214 hrs · 38 workers
SL-COMMERCIAL-v2
PHYSICALAVAILABLE NOW

Textile loom operation & threading

Overhead + wrist-cam capture of loom setup, threading, and fault recovery across 3 production lines.

multi_camfault_recoverytooling
640 hrs · 3 lines
SL-COMMERCIAL-v2
PHYSICALAFTER PREPARATION

Steel fabrication: cutting & welding

Egocentric video of skilled steelworkers: plasma cutting, MIG welding, fit-up. Requires PPE-region anonymization.

egocentric_videothermalsafety_events
380 hrs · 52 workers
SL-COMMERCIAL-v2
PHYSICALON REQUEST

Plumbing & electrical service calls

On-site capture of residential and industrial service work: diagnosis, repair, verification. Collected against your task list.

field_workdiagnosisrepair_steps
spec'd volume
SL-CUSTOM
BEHAVIORALAVAILABLE NOW

Spreadsheet accounting workflows

Screen, keystroke, and click-stream traces of month-end close in Excel: 1,900 sessions with outcomes and corrections.

screenkeystrokesoutcomes
1,900 sessions
SL-COMMERCIAL-v2
BEHAVIORALAVAILABLE NOW

Slide & document authoring traces

Full authoring sessions in PowerPoint and Word: drafts, revisions, formatting decisions, and final artifacts.

screenrevisionsartifacts
3,400 sessions
SL-COMMERCIAL-v2
BEHAVIORALCONTINUOUS

Design-agency creative workflows

Continuous capture of live design work (Figma, Illustrator, review cycles) from a working agency floor.

click_streamtool_usereview_cycles
rolling · 60 seats
SL-SUBSCRIPTION
BEHAVIORALAFTER PREPARATION

Software engineering sessions

IDE, terminal, and browser traces of real feature work with commit outcomes. Secrets scrubbing in progress.

ide_eventsterminalcommits
5,100 hrs
SL-COMMERCIAL-v2
EXPERT / RLAVAILABLE NOW

Physics PhD preference pairs

Graduate-level problem sets with ranked model responses, error taxonomies, and step-by-step corrections.

preference_pairsrubricsCoT
48k comparisons
SL-COMMERCIAL-v2
EXPERT / RLAVAILABLE NOW

Legal reasoning evaluations

Practicing lawyers scoring contract analysis and case reasoning: rubric-based, with written justifications.

evalsjustificationsrubrics
22k evaluations
SL-COMMERCIAL-v2
EXPERT / RLON REQUEST

Clinical decision RLHF panels

Physician panels producing preference data on diagnosis and treatment plans, built to your eval framework.

physician_panelpreference_pairs
spec'd volume
SL-CUSTOM
CLINICALAFTER PREPARATION

Chest CT reads with radiologist reasoning

De-identified studies paired with impressions, differentials, and follow-up decisions at time of read.

DICOMreadsdifferentials
12,400 studies
SL-CLINICAL-v1
CLINICALAFTER PREPARATION

X-ray + report pairs, multi-department

Radiographs across ortho, chest, and ER with structured reports and demographic context, fully de-identified.

xrayreportsdeid
31,000 pairs
SL-CLINICAL-v1
CLINICALCONTINUOUS

Hospital operations event streams

Continuous de-identified workflow events (orders, handoffs, escalations) from a full working hospital.

eventsworkflowdeid
rolling
SL-SUBSCRIPTION
PHYSICALCONTINUOUS

Factory floor multi-cam: 5 facilities

Standing capture rigs across five factories in Pakistan: textile, denim, and steel. Refreshed weekly.

multi_camprocess_stepsrolling
5 facilities
SL-SUBSCRIPTION

Licensing & certification

Every package ships certified.

A signed provenance certificate (chain record, consent basis, de-identification report, quality metrics) accompanies every delivery. How provenance works ↗

SL-COMMERCIAL-v2

Commercial

Perpetual training rights for one organization. Sublicensing and redistribution excluded.

one-time · per dataset

SL-CLINICAL-v1

Clinical

Commercial terms plus clinical-data obligations: de-identification warranty, use restrictions, audit rights.

one-time · reviewed use

SL-SUBSCRIPTION

Subscription

Rolling delivery from continuously generated sources: refreshed weekly, cancel any quarter.

recurring · per source

SL-CUSTOM

Custom / Exclusive

Collection against your spec, with optional exclusivity windows and bespoke permitted-use terms.

quoted · per spec

Collect against a spec

Not in the catalog? We'll collect it.

Send us the task, modality, environment, and volume your model needs. We scope feasibility against our facilities, quote it, and stand up a collection pipeline, typically within weeks.

collection_spec.yamlDRAFT
task: pick_and_place · irregular parcels
modality: egocentric_video + wrist_pose
environment: live warehouse · night shift
volume: 500 hrs · 60 workers
labels: process_steps, grasp_events
delivery: rolling · 6 weeks
feasibility: HIGH · 2 facilities matched