Agentic & workflow data
Tool-use sequences, decision histories, multi-step tasks, resolutions, and verifiable outcomes.
Task traces · Software & IT · Enterprise operationsSource high-signal, rights-aware data for training, fine-tuning, and evaluation. Bring the objective and the acceptance criteria; we'll explore the suppliers, licensing, and preparation needed to get there.
From complex task traces to specialized documents and multilingual media, we scope the data around what your system should learn or prove—not just a file format.
Tool-use sequences, decision histories, multi-step tasks, resolutions, and verifiable outcomes.
Task traces · Software & IT · Enterprise operationsDomain-specific content, document workflows, classification examples, and structured language material.
Documents · Domain corpora · Knowledge workConsented conversational and spoken language data, transcripts, and locale-specific material.
Speech · Multilingual · ConversationVisual and mixed-modality examples sourced under appropriate collection protocols and permitted uses.
Visual tasks · Video · Paired modalitiesDomain-expert examples, decision rationales, task walkthroughs, and specialized review inputs.
Subject-matter experts · Applied reasoningChallenging test cases, expected outcomes, grading criteria, and domain-specific evaluation sets.
Evals · Rubrics · Acceptance checksChoose the part of the data pipeline you need, or engage Calvek to coordinate the path from sourcing through delivery.
Map a precise requirement to prospective rights holders, expert partners, and permitted data collection options.
Explore acquisitionDefine intended uses, clarify source authority, and establish agreement-specific licensing requirements.
Explore licensingScope normalization, labeling, de-identification, reviews, and acceptance testing as needed.
Explore preparationWe start lean and validate assumptions before a larger acquisition. Specific timelines depend on dataset access, rights review, and complexity.
Describe use case, target signals, scope, format, quality, and permitted uses.
Review candidate sources, rights, sample characteristics, budget and delivery risks.
Agree on a sample or pilot with clear acceptance criteria, economics and responsibilities.
Process, review and transfer accepted material under the agreed scope and terms.
Share a high-level brief and we'll explore whether Calvek can source a suitable data supply solution. You don't need a perfect specification to begin.
Please don't include private credentials, regulated records, or raw confidential files in your initial inquiry.
We scope each request based on actual supply, rights and project requirements.
We can explore existing licensable inventory when suitable. Availability, usage rights, quality and pricing must be independently checked and agreed before purchase.
That's a core use case for our model. We explore access to data owners and experts against your specific technical and commercial requirements, with feasibility confirmed during discovery.
A pilot can be a limited dataset, small collection or evaluation batch designed to test rights, usability, acceptance criteria and economics before scaling.
Pricing varies based on source availability, exclusivity, permitted use, volume, expert effort, preparation, delivery format and quality constraints. We establish terms during scoping.
We can explore a custom sourcing path against your model's real requirements.