Workflow trajectories
Multi-step sequences linking context, actions, decisions, and observed outcomes.
Custom data acquisition
The data you need is rarely sitting in a catalog.
We map unique sourcing requirements to the right potential data owners, expert channels, and collection pathways—with a focus on practical feasibility and downstream usability.
01 / From spec to source
Sourcing built around what makes an example useful.
A million irrelevant records will not solve a targeted model weakness. We start with the learning signal: what task, behavior, outcome, or distribution is missing?
- Understand domain, volume, modality, region, and quality constraints
- Identify prospective owners and validate the likely sourcing route
- Assess collection methodology and sample feasibility
- Structure a scoped pilot before expanding the acquisition
Example sourcing brief
“We need multi-step IT support task histories with observable resolutions.”
We would clarify required fields, source authority, confidentiality restrictions, labels, unit economics, and acceptance rules before procurement.
02 / Where we look⌘ ◉ ≡ ◈ ↔ ✓
Common acquisition targets.
Illustrative categories only. Actual availability is confirmed per request.
Expert demonstrations
Professionally generated domain examples, structured rationales, and task completions.
Enterprise records
Authorized operational records, documents, conversation histories, and structured process artifacts.
Multimodal collection
Data programs spanning audio, image, video, language, and mixed modalities.
Long-tail domains
Specialized workflow contexts where broad public corpora offer limited coverage.
Acceptance-led pilots
Sample cohorts designed to validate usefulness before larger commitments.
What you can expect first
Share a data specA practical discovery conversation, initial feasibility questions, and a proposed scope for assessing suppliers and pilot data—not a claim that every dataset already exists in our possession.
Start a conversation
Discuss a data needThe hard-to-find dataset might be the right next step.
Bring the problem. We’ll work through what it could take to source the signal you need.