AISO Technology
The AISO technology stack - built to make you citable.
Most SEO tools track blue-link rankings. AISO needs to track what AI assistants actually say. The AISO stack is four proprietary tools that together deliver AI Search Optimization end-to-end.
Why AISO Hub built a proprietary stack
Off-the-shelf SEO software measures rankings in search engines. AISO measures inclusion in AI answers. Those are different problems, and they need different instruments.
Each AISO tool targets one failure mode that would otherwise sink AI Search Optimization: invisible (nobody knows what assistants say about you), unstructured (your facts cannot be lifted safely), untargeted (you are optimizing for the wrong prompts), or unmeasured (you cannot prove the change worked).
The four failure modes
- Invisible
Solved by the LLM Monitor - six engines, 377+ prompts, daily snapshots. - Unstructured
Solved by the Entity Graph Builder - one source of truth for all JSON-LD. - Untargeted
Solved by the Prompt Observatory - real queries, clustered, scored. - Unmeasured
Solved by the Citation Tracker - screenshots, diffs, audit trail.
Proprietary tools
Four tools that make AISO auditable
Tool 01
AISO LLM Monitor
Real-time monitoring of brand mentions across six AI engines - ChatGPT, Perplexity, Gemini, Copilot, Grok, DeepSeek - with 377+ prompts tracked per client. Detects citation shifts within the same day a model update lands, so you never debug an AI-answer change blind.
Tool 02
AISO Entity Graph Builder
Compiles a site-wide JSON-LD entity graph from a single source of truth, with ID conventions, disambiguation rules and automatic validation. Prevents schema drift across hundreds of pages and gives AI assistants one consistent machine-readable view of your brand.
Tool 03
AISO Prompt Observatory
Captures real user queries from customer-support logs, search console and sales-call transcripts, clusters them into prompt families, and scores each family on AI-citation potential - so you optimize for prompts your buyers actually use, not guesses.
Tool 04
AISO Citation Tracker
Archives every AI answer that cites (or should cite) the client's brand, with screenshots, diff-views and attribution context. Turns qualitative AI visibility into auditable data you can share with stakeholders.
What you see
Evidence, not dashboards that decorate
Per-engine citation rate
How often each of the six engines mentions your brand across the 377+ monitored prompts.
Prompt-level inclusion
Which specific prompts cite you, which cite competitors, and which get generic answers.
Answer-quality scoring
How accurately AI assistants describe your brand when they do cite you, with diff-views over time.
FAQ
Questions about the AISO technology stack
What is the AISO technology stack?
The AISO stack is four proprietary tools - LLM Monitor, Entity Graph Builder, Prompt Observatory and Citation Tracker - that together deliver AI Search Optimization end-to-end. Each tool targets one failure mode: invisible, unstructured, untargeted or unmeasured.
Why proprietary tools instead of off-the-shelf SEO software?
Most SEO tools track blue-link rankings. AISO needs to track what AI assistants actually say. We built our stack from scratch so we can monitor citation quality, entity consistency and prompt-level inclusion - the signals that matter for AI search, not traditional SEO.
Which AI engines does the LLM Monitor cover?
The AISO LLM Monitor tracks ChatGPT, Perplexity, Gemini, Microsoft Copilot, Grok and DeepSeek. Each engine is queried independently with 377+ prompts per client across English, French and Portuguese where relevant.
Is the AISO technology available outside of engagements?
The stack is client-facing only today - it powers AISO Hub engagements and is not available as a standalone SaaS. Early access programs for specific modules open a few times per year.
See the AISO stack on your own site
Book a short call and we’ll run an LLM Monitor snapshot for your brand - six engines, real prompts, your citations versus your competitors.