What Is SIQA? AI Visibility Intelligence, Explained
SIQA is an AI visibility intelligence platform. It measures how often AI assistants name your brand when people ask questions in your category, then runs autonomous agents that diagnose why you are missing and fix the underlying content and technical gaps.
This page explains what SIQA does, who it is for, and how it differs from the SEO tools you already use.
TL;DR
- SIQA measures your Share of Answer — how often AI assistants cite your brand for questions in your category.
- It tracks visibility across multiple AI models rather than a single assistant, because buyers do not all use the same one.
- Beyond measurement, SIQA deploys autonomous agents that audit your site, generate fixes, publish them to your CMS, and verify the result.
- It is built for marketing and growth teams at B2B SaaS, e-commerce, and services companies whose buyers have started asking AI instead of searching.
- SIQA is not a rank tracker. Ranking position and AI citation are different problems with different inputs.
The problem SIQA exists to solve
For twenty-five years, being findable meant ranking. You optimised a page, it climbed the results, people clicked.
That chain is breaking. Buyers increasingly ask an assistant a question and act on the answer without visiting a results page at all. When the assistant names three vendors instead of listing thirty links, two things become true at once:
- The prize is much larger — being named is close to being pre-qualified.
- The failure mode is silent — you do not see a ranking drop, because there is no ranking. You simply stop being mentioned, and nothing in your analytics tells you.
That silence is the real danger. Traditional tools cannot report on a conversation they never observe. SIQA exists to make that invisible layer measurable.
What SIQA actually measures
The core metric is Share of Answer (SoA): the share of AI-generated responses in your category that mention your brand.
To produce it, SIQA:
- Builds a set of questions that real buyers in your category actually ask, spanning informational, comparative, and purchase-intent phrasing.
- Puts those questions to multiple AI models, repeatedly, because answers vary between runs and between models.
- Records whether your brand appears, how prominently, and which competitors appear alongside you.
- Tracks the sources the models lean on when they answer, so you can see which pages are doing the citing.
The output is a trend line, not a snapshot. A single reading tells you very little; the movement over weeks is what tells you whether your work is landing.
SIQA reports the result and the drivers behind it. The specific weighting SIQA applies when combining models and query types is proprietary, and it is not something you need to understand to act on the output.
Measurement is only half of it
Plenty of tools will tell you that you have a problem. The harder question is what to do on Monday morning.
SIQA runs a set of autonomous agents that close that loop:
| Stage | What happens |
|---|---|
| Scout | Watches your category for shifts in how AI systems answer, and which competitors are gaining ground. |
| Analyzer | Works out why a competitor is being cited for a question where you are absent. |
| Architect | Produces the specific content or structural change that would close the gap. |
| Publish | Pushes approved changes to your CMS, so the fix reaches production rather than a backlog. |
| Verify | Re-measures afterwards, so you can see whether the change actually moved anything. |
Agents run in one of three modes — monitor (observe and report), assisted (propose, you approve), and autonomous (act within limits you set). Higher-impact actions require human approval regardless of mode. You decide how much rope the system gets.
How SIQA differs from an SEO tool
SEO platforms and AI visibility platforms answer different questions.
| Traditional SEO tool | SIQA | |
|---|---|---|
| Core question | Where do I rank? | Am I in the answer? |
| Unit of measurement | Keyword position | Brand presence in a generated response |
| Data source | Search results pages | AI model responses across several assistants |
| Competitive view | Who outranks me | Who gets named instead of me |
| Output | A report | A report plus applied fixes |
The two are complements, not substitutes. Ranking still matters — several assistants ground their answers in live web results, so classic SEO feeds AI visibility. But strong rankings do not guarantee citation, and plenty of well-ranked pages are never quoted.
Who SIQA is for
SIQA fits teams where:
- The buying journey starts with a question rather than a search.
- The category is competitive enough that assistants must choose between vendors.
- Somebody is accountable for pipeline from organic and content.
That is most commonly B2B SaaS, professional services, e-commerce in considered-purchase categories, and marketplaces. It is a weaker fit for purely local businesses, where map results still dominate, and for brands with no meaningful web presence to optimise.
Frequently asked questions
Is SIQA an SEO tool? No. It measures citation inside AI answers rather than position on a results page. Most customers run it alongside an SEO platform.
Which AI models does SIQA track? Coverage spans the major assistants and search-integrated AI systems, and it changes as the market does. Tracking several matters more than tracking any particular one, because buyer usage is split across them.
How long before I see movement? Technical fixes — structured data, crawler access, content structure — often show up within a few weeks. Authority and entity signals take longer, typically a quarter or more.
Does SIQA write content? It generates content and structural fixes, which pass a quality gate before they can be published. A human approves anything that goes live unless you explicitly configure otherwise.
Can I see my Share of Answer before buying? Yes. A trial run against your own brand and category produces a real reading, not a demo dataset.
Published by the SIQA Editorial Team.