RESEARCH & ENRICHMENT
Bring your list. Ask for the rest.
Recorded in the Specstream frontend · Example data
Ask for the whole picture.
Start a questionBring an existing list.
Map the columns, review the records, and keep your supplied values. An import is a starting point, not a claim that the data has been verified.
Add the missing fields.
Research the information you need about those same records. Locations, products, public contacts, activity, prices, and other supported facts can become part of the work.
Qualify what you have.
Set requirements for the existing records. Keep the distinction between values you supplied and conclusions supported by new evidence.
More context. No lost history.
Continue the workKeep the original values.
Research adds observations and provenance. It should not silently replace the information you brought in.
Inspect the gaps.
See what was found, what could not be established, and which sources were unavailable. Decide what deserves another pass.
Keep going from there.
Map the enriched set, compare the possibilities, save a delivery, or put changing facts on a schedule.
A few useful answers.
Can I enrich results I already found in Specstream?
Yes. Add research fields to retained matches without treating the earlier delivery as disposable. The new work keeps its relationship to the original.
Does importing verify my data?
No. Supplied values remain supplied values until qualification or research adds observations and evidence.
What happens to incomplete rows?
Review mapping and validation during import. Missing information remains explicit, and later research can address the fields that matter.