Research
AI Visibility Reports
We measure where a brand is consistently recommended across repeated buyer-prompt runs — plus prompt-level evidence. Not a blog about “what is AEO.” Live panels: code review, observability, CRM, and customer support.
- AI code review toolsLive pilotAI visibility benchmark: code review tools (OpenAI × 3)
Multi-brand OpenAI consistency panel: GitHub Copilot leads stable unbranded coverage at 61% (11/18); CodeRabbit and Qodo at 56%. 72 answers, bare prompts.
- Observability toolsLive pilotAI visibility benchmark: observability tools (OpenAI × 3)
Multi-brand OpenAI consistency panel: Grafana leads stable unbranded coverage at 56% (10/18); Datadog and New Relic at 50%. 72 answers, bare prompts.
- CRM softwareLive pilotAI visibility benchmark: CRM software (OpenAI × 3)
Multi-brand OpenAI consistency panel: HubSpot leads stable unbranded coverage at 67% (12/18); Salesforce and Pipedrive at 50%. 72 answers, bare prompts.
- Customer support toolsLive pilotAI visibility benchmark: customer support tools (OpenAI × 3)
Multi-brand OpenAI consistency panel: Intercom leads stable unbranded coverage at 56% (10/18); Zendesk and Help Scout at 50%. 72 answers, bare prompts.
Multi-brand OpenAI consistency panel is live. Five-engine single-run comparison next. Same pipeline as customer audits. Run a free audit · Methodology.