Respondent
US · Market Research · respondent.io
Last refreshed 2026-05-22
Based on 2 AI engines across 1 buyer language.
Dimension breakdown
How AI engines perceive Respondent across the five Signal dimensions.
Weight 30%
Weight 20%
Weight 20%
Weight 15%
Weight 15%
What AI says
AI engines have very limited information about Respondent, a Market Research supplier in us. Across recent queries the company scored 11 out of 100 (Dark Signal), with the strongest dimension being Digital Footprint at 70 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. None of the 2 tested AI engines (GPT-4o mini, Claude Haiku) returned substantive information about the company, even when queried by name, category, or domain. No specific products were surfaced by AI engines for this supplier, which contributes directly to the Product Clarity dimension at 0 out of 100. No certifications or third-party validations surfaced in AI responses, which limits the Buyer Trust dimension at 0 out of 100 and the AI Recommendation Rate at 0 out of 100. The biggest opportunity for improvement is the AI Recommendation Rate dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.
AI engine breakdown
One row per AI engine. Aggregates identity, sourcing, trust, and verdict queries.
| AI Engine | Found | Sentiment | Rating | Products mentioned | Certifications |
|---|---|---|---|---|---|
| GPT-4o mini | 0 / 1 | not found | n/a | None | None |
| Claude Haiku | 0 / 1 | not found | n/a | None | None |
Improvement Roadmap
Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.
- 1
Add structured company schema markup to homepage
+18 ptsImplement JSON-LD schema (Organization type) on your homepage with company name, description, headquarters location, and contact email. This enables AI systems to reliably identify and extract core company data during web crawls. Currently, 0/2 LLM queries found you by name, indicating schema or semantic clarity gaps that structured data directly fixes.
Identity & PresenceLow effort
- 2
Create dedicated product/service listing page with schema
+16 ptsPublish a structured page detailing your market research offerings (e.g., survey services, qualitative research, panel services) with product schema markup. AI systems found zero specific products; explicit product pages with semantic markup force clarity and make your offerings machine-readable.
Product ClarityMedium effort
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<a href="https://signal.reevol.com/supplier/respondent-us"><img src="https://signal.reevol.com/api/og/badge/respondent-us" alt="Respondent AI Visibility Score on Reevol Signal" width="320" height="100"></a>Other Market Research suppliers in US
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