A new channel with no benchmark
Buyers ask AI which product to choose. Most portfolio companies have never measured whether they are named.
For investors and portfolio teams
See which portfolio companies AI recommends, and which it leaves out.
Aiso benchmarks your portfolio across ChatGPT, Gemini, Claude, Perplexity and Copilot: the prompts that matter in each category, who wins the answer, and where AI referrals are turning into demand.
- One method across every company
- No analytics access needed to start
- Built on 10M+ real AI conversations
AI assistants now shape the shortlist. Few boards can see it.
Spot checks are noisy
A few prompts typed during diligence prove little. Answers change from run to run and engine to engine.
Unclear where to invest
Without a standard view, it is hard to tell which companies need SEO, PR or content support first.
A portfolio view of AI search
Prompt-level demand
The questions buyers ask AI assistants before they reach a website, a sales form or an analyst report.
Competitive mention share
Each company compared with its closest alternatives, across the prompts that matter in its category.
Source and citation gaps
The publishers, directories and partner pages AI uses to justify its answers, and where each company is missing.
AI referral evidence
Visibility matched to ChatGPT referrals and analytics events, or to public traffic signals when access is limited.
How a portfolio benchmark works
- 1
Pick the portfolio slice
Choose a fund, a category or a short list of companies, plus the competitors each is compared against.
- 2
Run the AI benchmark
Aiso measures prompts, mentions, cited sources and fan-out queries across the major AI assistants.
- 3
Turn findings into action
Each company gets a ranked list of fixes. Teams can act self-serve, with their agency, or with Aiso.
- Find companies that are invisible for high-intent prompts
- Show founders where a competitor is recommended instead
- Prioritise SEO, PR and content work using real AI citations
- Add a repeatable AI search benchmark to board updates
A consistent, evidence-based method
- real AI conversations in the Aiso panel
- 10M+
- AI engines in every benchmark
- 5
- overlap in the URLs four AI engines cited for the same prompts
- 0.8%
- AI visibility growth for Particle, reported by mind Retail
- ~5x
real AI conversations in the Aiso panel
AI engines in every benchmark
overlap in the URLs four AI engines cited for the same prompts
AI visibility growth for Particle, reported by mind Retail
We publish the measurement work behind Aiso as research papers. Read the research
Benchmark your portfolio’s AI search visibility.
Book a benchmark and we will show which companies AI names, which competitors take the answer, and which actions are most likely to create AI-attributed demand.
Start with public signals. Connect analytics later if a company wants to.