Can return a single prospect record with enough validation context — name, role, location, and company — to sanity-check the match before outreach.
What was measured
Supporting prospect information
Whether the tool includes enough contextual prospect details to validate the contact before outreach.
context, not decisivetransformation
Helpful supporting details improve validation and targeting, but they are secondary to actually finding the prospect and writing the email. (3 of 3 judges)
What was given, what came back
Test input: Aditya Nichite prospect lookup · text · group: prospect-search
Input — what we sent
The exact prompt
Aditya Nichite
Direct people/prospect search for Aditya Nichite to test known-prospect retrieval and compare how well tools return validated contact records.
Output — unretouched

Snov.io search returning no prospect matches.
Also checked on this input — same tool, 5 other criteria
People Search✓ WorkedCan locate a specific prospect and return validating context such as company affiliation, job title, location, and email, which is sufficient to confirm a match before outreach.People Search✗ FailedCan also fail completely on a fully specified person query, returning 0 matches and no usable prospect record for a known individual.Personalization quality◐ MixedCan swap in recipient- and company-specific details, but the generated email body still keeps the same overall structure, messaging, and value proposition across different prospects.Relevance✗ FailedCan fail to match a known person at all, returning 0 results for a named-person search instead of a usable prospect record.Template dependency⚠ StruggledRelies on a largely fixed outreach template, because two generated emails shared the same structure and core messaging with only limited prospect-specific edits.
Provenance
- Observation
- f6d42eaa-6e25-4e8b-990e-85851e58af5f
- Evidence run
- 9e5960d0-1a72-4f29-9e1e-c7fc96120e61
- Study
- AI Outreach
- Research task
- 86ba3udqq
- Tested at
- Jun 15, 2026
- Source
- first-party
- Evidence state
- verified
- Proof shown
- input + output shown
- Cost / latency
- not captured
- Repeat run
- not captured
- Tester
- not captured
The last three rows are honest blanks, not placeholders — our capture has no field for them yet.
Query this
get_evidence({
tool: "snov-io",
scenario: "prospect-search"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 1 other tool
measured on Supporting prospect information
This evidence is published in
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com