Research · Updated 2026-07-14
B2B buyers ask ChatGPT for CRM under 50 seats, project management for remote teams, and "worth it vs HubSpot" comparisons. Models cite G2, Capterra, and Reddit r/SaaS — not your pricing page alone. This report summarizes AskLLM’s specialist methodology and the third-party surfaces that shape recommendations.
AskLLM runs research-backed buyer prompts across ChatGPT and Gemini — the same models shoppers use for product research. We score the AI Brand Visibility Index (LVI) from mention frequency, position, and consistency across prompts. Full disclosure: see our public methodology page. This research page does not publish individual brand names from customer audits.
Based on 17 completed anonymized specialist audits in SaaS (no individual brands named): median LVI 42/100, middle 50% between 27 and 72. Figures refresh as audit volume grows; re-audit monthly to track movement.
G2 (review) — Collect verified reviews in your use-case category Capterra (directory) — Complete profile and comparison pages Reddit r/SaaS (forum) — Answer tool recommendation threads
Refresh G2/Capterra profiles per product subtype, publish honest comparison pages for incumbent frames, and re-audit quarterly after major launches.
What buyer questions does ChatGPT answer for SaaS?
Shoppers ask questions like: Best CRM for small business under 50 employees? your brand vs HubSpot for startups? Is your brand worth it for a 75-person team?. AskLLM audits your brand against these research-backed prompts — the same style buyers use before they purchase.
How does AI shortlist brands in SaaS?
B2B buyers ask ChatGPT for CRM under 50 seats, project management for remote teams, and "worth it vs HubSpot" comparisons. Models cite G2, Capterra, and Reddit r/SaaS — not your pricing page alone. This report summarizes AskLLM’s specialist methodology and the third-party surfaces that shape recommendations.
How do I measure LLM visibility for a saas brand?
Run a free AskLLM specialist audit with category-native buyer prompts, name a competitor, and get your AI Brand Visibility Index (LVI) across ChatGPT and Gemini. Re-audit quarterly to track whether models cite you more often.