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The Answer Engine Era · Vol. I Tracking 8+ AI models, live AEO / GEO · EN + AR

There are no ten blue links anymore. There is one answer.

Your buyers stopped searching and started asking. ChatGPT, Gemini, Claude, and Perplexity name three brands, not thirty — and right now they may be naming your competitors. SIQA measures your Share of Answer across 8+ AI models, then deploys autonomous agents that audit, fix, and prove your visibility. Continuously.

14-day trial · no credit card · first insight in 5 minutes

AI assistant · live answer

your brand — not mentioned

SIQAagents standing by…

this is the whole problem →fig. 01 — an answer, corrected

Act I · The Disappearance — why this page exists

Your buyers didn't leave. They became invisible to you.

The research phase of every purchase now happens inside an AI answer — before Google, before your website, before your ads. Three numbers tell the story.

0%

of B2B buyers use AI to research vendors.

Generative AI is the default research layer. If AI doesn't mention your brand, that buyer never finds you.

Gartner · 2025 Buyer Behavior Report

0×

higher conversion for AI-cited brands.

Being named in the answer is not vanity — it drives pipeline. Cited brands see 3× higher intent signals from prospects.

SIQA platform data · Q1 2026

0%

of brands aren't tracking AI mentions today.

Traditional analytics can't see AI-sourced demand. Most teams are flying blind while competitors optimize.

Industry survey · 500 CMOs · 2026

So we built the instrument that reads the answers —
and the agents that rewrite them.

Act II · The Measure — one number that matters

Share of Answer. The KPI of the answer era.

The percentage of AI responses about your category that mention your brand — weighted by intent, segmented by model, tracked over time. One score that tells you whether AI sells you or sells past you.

Share of Answer — by modelblended · 87.5

ChatGPT
92
Claude
85
Gemini
79
Perplexity
71
AI Overview
66
Copilot
61

Intent-weighted: a transactional query ("best CRM for…") counts an informational one ("what is CRM?"). Scores re-normalize when a model is unavailable, so the number stays comparable.

Not "impressions." Not "rankings." Were you in the answer, when it mattered?

SIQA fires structured prompt campaigns across every major model in parallel — 122+ templates, English and Arabic — then extracts every mention, maps every citation, and scores every sentiment. The result is a single comparable number you can put in front of a board.

Measurement tells you where you're losing.
It doesn't get you cited.

Act III · The Agents — where SIQA stops being a dashboard

Eleven agents close the loop while you sleep.

Competitors show you what's broken and leave you to fix it. SIQA's autonomous agents detect the gap, write the content, inject the schema, publish, distribute, and re-measure — every cycle, 24/7.

i.

Audit

Citation Scout & Gap Analyzer sweep every model for new mentions, lost ground, open gaps.

ii.

Generate

Content Architect drafts citation-optimized articles; Schema Engineer writes the markup.

iii.

Publish

One-click to WordPress, Shopify, Webflow; Social Commander distributes to LinkedIn & X.

iv.

Prove

Performance Analyst re-measures SoA and attributes every point of lift to its action.

then it runs again — every 6–24 hours, on schedule
01Citation Scoutfinds mentions & gaps
02Gap Analyzerscores opportunities
03Content Architectdrafts citable content
04Content Optimizerraises AEO scores
05Schema Engineerinjects structured data
06Social Commanderdistributes & schedules
07SEO Tacticianguards classic search
08Trend Sentinelwatches the category
09Performance Analystattributes the lift
10Growth Orchestratorsequences the others
11Intake Routertriages every signal
Autonomy with a spine. Every action passes a four-tier risk gate — LOW auto-executes and logs, MEDIUM runs with 24-hour rollback, HIGH waits for your approval, CRITICAL needs two humans. Monitor, assisted, or fully autonomous — you choose the leash.

The Stack — it plugs into what you run

Publishes where you publish. Embeds where you build.

CMS publishing

One-click publish with automatic schema injection and structured-data validation.

WordPressShopifyWebflow GhostHubSpot DrupalWix

Social distribution

Schedule, publish, and track engagement across the channels that feed the answer engines.

LinkedInX / Twitter InstagramFacebookTikTok

Developer SDKs

Embed AI-visibility intelligence into your own product — native SDKs for every stack.

JavaScriptNode.jsPython PHPReact Native

8+

AI models monitored simultaneously — ChatGPT, Gemini, Claude, Perplexity, Grok, Llama, AI Overview, Copilot

10+

Analysis modules — SoA, citations, sentiment, schema, content, agents

24/7

Autonomous agent cycles — zero manual intervention required

5min

From domain to first insight — branded PDF & CSV exports ready to share

The Difference — read the fine print

Others print the diagnosis. SIQA performs the surgery.

Lumar, Profound, Conductor — fine instruments. But an audit that ends in a PDF is homework. SIQA is the only platform where the finding becomes the fix.

Dimension
SIQA
The others
Model coverage
8+ models, parallel, EN + AR
3–4 models max
Autonomous agents
11 agents, four risk tiers, rollback
Manual analysis only
Scoring
Intent-weighted SoA™ (4× transactional)
Flat mention counts
Content generation
Citation-optimized, AEO-gated ≥ 75
Analysis only — no creation
Lifecycle
Audit → Generate → Publish → Prove, continuously
Audit, then it's your problem
Publishing
3 CMS platforms + 2 social channels, more coming
No CMS, no social
Start free — no credit card → 14-day trial · cancel anytime

The Method — domain to dashboard, under 5 minutes

Point it at your brand. The pipeline does the rest.

Brand onboarding

~ 60 seconds

Enter your domain. SIQA auto-extracts your brand profile from 8 signals, discovers competitors, and classifies your industry and region.
  • logo & description extraction
  • auto competitor discovery
  • industry classification

Launch campaigns

~ 2 minutes

Build structured prompt campaigns from 100+ industry templates. Target specific queries, intents, and buyer personas.
  • 100+ prompt templates
  • intent-weighted queries
  • parallel LLM execution

Real-time analysis

live, as it runs

The pipeline reads every response as it lands — extracting mentions, mapping citations, scoring sentiment, computing SoA.
  • share of answer scoring
  • sentiment classification
  • citation source mapping

Act on it

continuously

Deploy the agents, generate content, run schema fixes, export branded reports — or let the loop run itself.
  • autonomous agents
  • ai content generation
  • pdf / csv reporting

Field Notes — from teams already in the answer

"We went from zero AI visibility to being cited in 73% of ChatGPT responses about CRM software in six weeks. SIQA's agents did the heavy lifting — we just reviewed the reports."
Sarah RichardsonHead of Growth · Acme CRM
"The Share of Answer dashboard replaced three separate tools. I see exactly how Gemini, Claude, and Perplexity talk about our brand — and the content team acts on it weekly."
Marcus KimVP Marketing · B2B Fintech
"We manage 12 client brands. SIQA's multi-brand dashboard and white-label PDFs let us prove AI-visibility ROI to every client in a single meeting."
Layla ThompsonFounder · Digital Agency

The Terms — plain, like the rest of this page

Start free. Scale when the answers do.

Every plan includes a 14-day trial — no credit card required.

Monthly Annual save 20%

Scout

For individuals and small brands getting started with AI visibility

$49/mo

  • 1 brand monitored
  • 50 campaign runs / month
  • ChatGPT + Gemini + Claude + Perplexity + AI Overview
  • Share of Answer dashboard
  • PDF & CSV export
Start free trial

Builder

For growing teams that need content generation and CMS publishing

$199/mo

  • 3 brands monitored
  • 200 campaign runs / month
  • Keyword gap + sentiment analysis
  • Schema & content audit
  • AI Content Writer
  • CMS publishing (WordPress, Shopify, Webflow)
Start free trial
Most popular

Growth

For businesses that need full intelligence, social distribution, and unlimited agents

$499/mo

  • 10 brands monitored
  • 1,000 campaign runs / month
  • Social distribution (5 channels)
  • Unlimited autonomous agents
  • A/B testing + ML prediction
  • White-label reports
Start free trial

Enterprise

For agencies and large organizations with multi-brand portfolios

Custom

  • Unlimited brands
  • Unlimited everything
  • Unlimited autonomous agents
  • White-label reports + API access
  • SSO, SLA, custom integrations
  • Dedicated CSM

Questions, Answered — fittingly

Share of Answer measures what percentage of AI responses to relevant queries mention your brand — weighted by query intent (transactional queries count 4× more than informational ones). We run structured prompt campaigns across ChatGPT, Gemini, Claude, Perplexity, Grok, Llama, Google AI Overview, and Bing Copilot, then compute your SoA score per model and as an aggregate.

SIQA monitors brand visibility across LLM APIs (ChatGPT, Gemini, Claude, Perplexity, Grok, Llama) and search-integrated AI (Google AI Overview, Bing Copilot). Meta AI is tracked via Llama API proxy. Additional models can be configured via the API. We support queries in English and Arabic, with more languages coming.

Agents run on a scheduled cycle (every 6–24 hours). Each cycle: the Citation Scout checks for new mentions and gaps; the Gap Analyzer scores keyword opportunities; the Content Architect generates optimized articles or schema; the Social Commander distributes content to LinkedIn and Twitter/X. Every decision is logged and can be set to require human approval (assisted mode) or run fully autonomous.

No. Just enter your domain and SIQA automatically extracts your brand profile, discovers competitors, and classifies your industry. The optional JavaScript SDK takes one line of code to install. CMS connectors for WordPress, Shopify, and Webflow use API keys — no code needed.

Yes. All plans are month-to-month (or annual with 20% discount). You can upgrade, downgrade, or cancel at any time from your billing settings — no contracts, no cancellation fees. Your data is retained for 30 days after cancellation so you can export everything.

Yes. All data is tenant-isolated — your brand data is never shared or used to train our models. CMS credentials are encrypted with Fernet before storage. We use API keys for all LLM calls; your content is not sent to any third party except the queried AI model. SOC 2 compliance is in progress.

The Last Word

The next answer about your category is being written right now.

The brands winning AI search in 2026 started optimizing six months ago. Audit → Generate → Publish → Prove — see exactly where you stand across every major model, then let the agents close the gap.

14-day free trial · cancel anytime · setup in under 5 minutes