BUYER PROMPT / PUBLISHED EVIDENCE
Create a reproducible AI customer agent benchmark covering resolution, accuracy, policy compliance, actions, escalation, latency, and customer effort.
An exact prompt-level view of which reviewed brands surfaced and which public URLs the configured AI models cited. No answer text or tenant data is published.
- Intent
- commercial
- Model providers
- 3
- Categories
- 1
- Last observed
- Jul 27, 2026, 12:00 AM UTC
COMPETITIVE OUTCOME
Brands surfaced
Ordered by provider breadth, then total mentions and owned-domain citations. A mention is not an endorsement or a position claim.
| # | Brand | Category | Providers | Mentions | Owned citations | Provider evidence |
|---|
MODEL COMPARISON
Answer matrix
One row per configured provider and category snapshot. Hashes prove answer identity without publishing stored answer text.
| Provider | Model version | Category | Brands surfaced | Citations | Unique domains | Answer hash |
|---|---|---|---|---|---|---|
| Openai | openai/gpt-4o-mini | Service agents | None observed | 2 | 2 | 9c3dfbb6…3ecea |
| Anthropic | anthropic/claude-haiku-4-5 | Service agents | None observed | 1 | 1 | c831a4d1…ac1fb |
| Gemini | google/gemini-2.5-flash | Service agents | None observed | 2 | 2 | 5b0ea063…a5b43 |
URL-DERIVED CITATIONS
Sources cited
Hostnames are derived from the returned public URLs. Best position is the smallest citation position observed.
| Domain | Cited page | Best position | Providers | Observations | Categories |
|---|---|---|---|---|---|
| helply.com | https://helply.com/blog/ai-customer-support-kpi ↗ | 1 | Openai | 1 | Service agents |
| medium.com | https://medium.com/@danieldkang/ai-agent-benchmarks-are-broken-c1fedc9ea071 ↗ | 1 | Gemini | 1 | Service agents |
| provar.com | https://provar.com/blog/thought-leadership/how-to-test-ai-agents-with-greater-consistency/ ↗ | 1 | Anthropic | 1 | Service agents |
| mediabloom.us | https://mediabloom.us/resources/blog/customer-satisfaction-ai-metrics-2026-cx-guide ↗ | 2 | Openai | 1 | Service agents |
| redis.io | https://redis.io/blog/ai-agent-benchmarks/ ↗ | 2 | Gemini | 1 | Service agents |