AI Data Enrichment Services
acty.dev enriches incomplete records, components, or spreadsheet rows with AI-assisted normalized descriptions or related data, delivered as an enrichment workflow with spreadsheet or table output, reviewable changed fields, and handoff notes.
We enrich incomplete records, components, or spreadsheet rows with AI-assisted normalized descriptions or related data, delivered as a workflow with spreadsheet or table output and reviewable changed fields. Changes stay under human review and client data stays private.
The problem we solve
Bills of materials, component lists, and spreadsheet rows are often incomplete, inconsistent, or hard to search and compare, which makes downstream work slow and error-prone until the data is normalized and filled in.
How we work
- Task review.We review your records, the fields you need enriched, and the systems involved, then agree on a scoped enrichment workflow before any build starts.
- Build with review.We build the enrichment workflow against the agreed scope, with human review of AI-assisted normalized descriptions and related data.
- Deploy or hand off.We deliver the spreadsheet or table output and hand off the workflow with a repeatable way to run it on new rows.
- Document and support.We hand over documentation and a review checklist, and offer ongoing support or a development retainer when further work is needed.
What you bring / what you get
Inputs
- Your records, components, or spreadsheet rows
- The fields or descriptions you need enriched
- Access to any reference sources to enrich from
Outputs
- An enrichment workflow
- Spreadsheet or table output with reviewable changed fields
- Documentation and deployment or handoff notes
Definition of done.An enrichment workflow that fills incomplete records, components, or spreadsheet rows with AI-assisted normalized descriptions or related data, delivered with spreadsheet or table output, reviewable changed fields, and handoff notes, with changes kept under human review.
Fit and anti-fit
Good fit
- Teams with incomplete BOM, component, or spreadsheet data
- Buyers who need implementation and delivery, not just advice
Not a fit
- Idea-only requests with no real data to enrich
- Micro-budgets with no defined scope
Questions
- What does AI data enrichment include?
- Enriching incomplete records, components, or spreadsheet rows with AI-assisted normalized descriptions or related data, delivered as a workflow with spreadsheet or table output and reviewable changed fields.
- What proof supports this service?
- Our public BOM description enricher shows component and spreadsheet enrichment, and our electronic component data search work is a sanitized example of related lookup and enrichment.
- What is out of scope?
- We do not claim a specific saving without a separate calculation, and we do not reveal private client database, PDF, or datasheet artifacts. Changes stay under human review.
Pricing.Small scoped tasks can start from a few hundred dollars. Larger implementation work and ongoing retainers are scoped after a task review. (Scoped after a task review.)
