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New: SolCrys Names Raejeanne Skillern, Former AWS CMO and Intel Leader, as Strategic Advisor →

SolCrys AEO Execution Platform

Turn AI answer gaps into governed marketing execution.

SolCrys measures how your brand appears across ChatGPT, Gemini, Google AI Overviews / AI Mode, and Perplexity on eligible plans, then uses your Corporate Context to turn weak answers into content, citation, and marketplace actions your team can approve and verify.

  • Prompt-level visibility across included AI answer engines; shopping assistants are scoped separately where relevant
  • Corporate Context keeps agent actions factual, on-brand, and reviewable
  • Action-to-result tracking links shipped fixes to citation, accuracy, and recommendation movement
The SolCrys Loop — operational snapshot of one customer workspace. Numbers reflect actual state, not aggregate marketing claims.
  1. Step 01 · Measure. 20 prompts tracked across ChatGPT, Gemini, Google AI Overviews / AI Mode, and Perplexity on eligible plans.
  2. Step 02 · Diagnose. 3 gaps detected, classified as absence, citation, accuracy, comparison, or action gap.
  3. Step 03 · Execute. 1 action queued — brand-safe drafts via Corporate Context, routed for human review.
  4. Step 04 · Verify. +5pp citation rate after re-testing the same prompt set. Loop continues.

What Answer Engine Optimization means

Answer Engine Optimization (AEO) is the practice of making brand facts, proof, and pages easier for AI systems to retrieve, trust, cite, and summarize. SolCrys connects prompt-level measurement with crawlable, evidence-backed content strategy.

The SolCrys Loop: measure, diagnose, execute, verify

SolCrys closes the loop on AI search visibility. Each shipped action is tied to the same prompt set so teams can see which fixes actually changed the answer.

  1. Measure across engines. Run a fixed prompt set across ChatGPT, Gemini, Google AI Overviews / AI Mode, and Perplexity on eligible plans. Capture mentions, citations, competitors, sentiment, and answer accuracy in one place.
  2. Diagnose the answer gap. Classify each weak answer as an absence, citation, accuracy, comparison, or action gap. Map each gap to the page or source most likely to fix it.
  3. Execute with Corporate Context. SolCrys uses your approved facts, claims, and guardrails to turn gaps into briefs, fix recommendations, and reviewable drafts your team can approve and ship.
  4. Verify and re-test. Re-run the same prompt set after the action ships. Track citation rate, answer accuracy, and recommendation share to prove which fixes actually moved the answer.

Four layers turn AI visibility into governed execution

AI Visibility Measurement

We measure mentions, citations, competitors, share of recommendation, sentiment, and answer accuracy at the prompt level, so your team sees the exact answers shaping buyer perception.

Corporate Context Layer

Your approved facts, claims, positioning, proof, and guardrails become the operating boundary for every AEO action SolCrys recommends or turns into reviewable work.

AEO Agent

SolCrys turns answer gaps into reviewable briefs, page-update drafts, comparison sections, FAQ improvements, and source recommendations instead of leaving your team with screenshots.

Action-to-Result Tracking

After an action ships, we re-test the same prompt set and connect the shipped fix to citation, accuracy, and recommendation movement.

Built for the teams that own AI visibility

Heads of SEO, organic growth, and demand generation

SEO and Growth Teams

Move from keyword and ranking reports to prompt journeys, citation gaps, answer accuracy, and content actions your team can defend internally.

Marketplace, DTC, and digital shelf teams

Retail and Ecommerce

Audit how AI shopping assistants read your listings, reviews, product Q&A, availability, and source coverage before they recommend a product.

SEO, content, and digital strategy agencies

Agencies

Package AEO audits, prompt monitoring, fix recommendations, and action-to-result reporting without turning every client workflow into custom manual work.

Brand safety, digital, and marketing operations teams

Enterprise Brands

Use Corporate Context and human approval to keep AI-search execution factual, governed, traceable, and aligned with your approved public claims.

AEO resources

AEO Fundamentals

Answer Engine Optimization

Learn what Answer Engine Optimization is, why it matters, and how brands can structure content to be cited accurately by AI answer engines.

How SolCrys Works

Corporate Context Is the New CMS

Corporate Context gives AI marketing agents the brand facts, claims, guardrails, and evidence they need to execute safely across AEO workflows.

Buyer Guides

AI Visibility Dashboard vs AEO Execution Engine

AEO platforms split into two architectures: dashboards measure and report; execution engines diagnose, fix, and verify. This guide compares 6 use cases, walks through 5 real scenarios, and ends with a decision tree.

AEO Fundamentals

AEO vs SEO

Compare SEO and Answer Engine Optimization, including goals, content formats, measurement, and the role of technical SEO in AI discovery.

Measurement

AI Brand Visibility Monitoring

A practical guide to measuring brand mentions, citations, sentiment, and competitive position across AI answer engines.

Measurement

ChatGPT Brand Mentions

Learn how to monitor whether ChatGPT mentions, cites, or misrepresents a brand across high-intent customer prompts.

Measurement

AI Share of Recommendation

AI Share of Recommendation measures how often answer engines recommend a brand, not just whether they mention it. Learn how to track and improve it.

Prompt Intelligence

AI Search Prompt Set

A practical guide to building an AI search prompt set across category, comparison, risk, implementation, competitor, and brand-specific prompts.

Retail AEO

Retail AEO

Retail AEO helps brands become visible, accurate, and recommended inside AI shopping assistants such as Amazon Rufus, Walmart Sparky, and ChatGPT Shopping.

Retail AEO

Amazon Rufus Optimization Guide

A practical Amazon Rufus optimization guide for brands that want to improve AI shopping recommendation visibility through better listings, reviews, Q&A, and prompt testing.

For Agencies

AEO for Agencies

A practical guide for agencies launching AEO services, from AI visibility audits to Corporate Context, prompt sets, client workspaces, and action-to-result reporting.

Risk Monitoring

AI Hallucination Risk Monitoring

AI hallucination risk monitoring helps brands detect inaccurate, outdated, or unsupported claims in AI-generated answers and turn them into governed correction workflows.

Citation & Source Influence

Citation Gap Audit

A 5-step framework to identify which sources AI engines cite for your competitors but not for your brand, and the recovery actions for each gap type.

Retail AEO

Retail AI Shelf Diagnostic

A scoped 5-step diagnostic for evaluating how priority SKUs may perform across retail AI assistants such as Amazon Rufus, Walmart Sparky, and ChatGPT Shopping, with the Answer Gap matrix applied to retail.

Retail AEO

Walmart Sparky Optimization

Walmart Sparky appears to use a different discovery pattern than Amazon Rufus. This guide breaks down practical Sparky readiness factors, a 30-minute audit, and recovery actions for marketplace brands.

Retail AEO

Listing Optimization for Answer Engines: 12 Patterns That Work

12 specific listing patterns — from title tokenization to bullet structure to A+ content blocks — that improve answer-readiness for retail AI assistants such as Amazon Rufus, Walmart Sparky, and ChatGPT Shopping. Each pattern includes before/after examples.

Citation & Source Influence

How AI Answer Engines Choose Sources: The 7 Signals We've Mapped

AI engines like ChatGPT, Perplexity, Google AI Overviews, and Claude choose sources using overlapping but distinct signals. This guide maps the 7 signals that drive citation eligibility and the engine-specific weighting differences.

AI Engine Optimization

How to Optimize for Perplexity AI: Citation-First Strategy

Perplexity uses real-time RAG with strong recency and authority weighting. This guide breaks down the four unique signals, the difference between Perplexity Search and Pro Search, and the optimization playbook that does not apply to other AI engines.

AI Engine Optimization

How to Optimize for Google AI Overviews & AI Mode

Google AI Overviews and AI Mode use Google's index plus generative synthesis. This guide breaks down the inheritance signals, the difference between AIO and AI Mode, and the optimization playbook that does not require abandoning SEO.

AI Engine Optimization

How to Optimize for Gemini: Google's Other AI Search Engine

Gemini shares Google's index but layers Gemini-specific signals: stronger grounding controls, Workspace integration, and multimodal preference. This guide covers the four differences from Google AI Overviews and the optimization checklist.

Attribution & ROI

AEO ROI Business Case

A practitioner framework for estimating and reviewing AEO ROI with finance. Includes the AEO Revenue Model formula, three attribution methods, a 5-slide deck structure, and a 12-month measurement template.

Attribution & ROI

AEO Actions to Revenue

Visibility metrics are not revenue. This guide is the operational playbook for tracking AEO actions through to conversion events - GA4 limits, survey-based attribution, first-party Recovery scoring, and the multi-touch attribution flow.

Attribution & ROI

AEO Recovery Score

AEO Recovery Score is a quantified framework for estimating how much of an answer gap your fix actions closed. This guide defines the formula, measurement windows, and how to set expectations without overclaiming recovery.

Community & UGC

Reddit AEO Playbook

A 6-step playbook for earning Reddit citations in AI answers - weekly cadence, thread-authoring patterns, disclosure norms, and a 12-week build plan. Includes guidance for validating when YouTube should be paired with Reddit.

Community & UGC

Product Q&A Coverage for Retail AEO

Product Q&A is an underused asset in retail AEO. This guide covers compliant Q&A workflows, the 5 buyer-concern Q&A categories, marketplace TOS limits, and a 30-day coverage playbook.

Community & UGC

Comments as AI Citations

User comments under YouTube videos, blog posts, and Reddit threads can appear in AI-cited sources. This guide explains how to participate ethically in comment-layer conversations and what patterns are useful to buyers.

Strategy & Positioning

Production Is Cheap. Trust Is Scarce.

AI made producing brand content nearly free, but made being cited, recommended, and trusted by AI engines radically more scarce and concentrated. A field note from SolCrys Co-Founder & CPO Eason Wang on what changes when production stops being the marketing bottleneck — and what the new substrate is.

Strategy & Positioning

Google Just Endorsed the Anti-Hack Side of AEO. Here's the CMO Read.

Google's May 2026 generative AI optimization guide explicitly rejects the AEO/GEO hacks that have dominated vendor pitches for the last 18 months — llms.txt, AI-only schema, forced chunking, FAQ-schema citation 'lifts,' page-per-variation production. For a CMO evaluating an AEO program or vendor in 2026, this is the most consequential piece of category-level guidance to land yet. Here's the practical translation.

Strategy & Positioning

AI Search Is a Decision Layer

Treating AI search as 'another channel' alongside SEO and paid undercounts its impact. AI search is a decision layer that influences buyers across all other channels. This essay explains the implication for measurement and investment.

Strategy & Positioning

Why llms.txt Is Not a Strategy

llms.txt is a proposed standard for AI-friendly content delivery, but it is neither widely adopted by major AI engines nor a substitute for AEO fundamentals. This essay explains what llms.txt does, what it does not, and why brands should focus on the unsexy basics.

How SolCrys Works

SolCrys Editorial Standards

SolCrys publishes its editorial standards in full: the 5 mandatory DO's, the 7 named anti-patterns we refuse to recommend, and the pre-publication checklist every SolCrys asset runs through. We hold our content to a higher bar than the AEO category average — and we want buyers to be able to check.

How SolCrys Works

Golden Prompt Set Methodology

We ground every AEO prompt set on real intent volume, public community questions, AI query signals, and live engine follow-ups - not synthetic keyword lists. Here's how we build it.

How SolCrys Works

AI Visibility Measurement Methodology

How we capture your AI visibility data across supported engines, with each response traceable to a prompt, engine, capture method, available model or surface signal, and timestamp. Consumer-surface and retail-assistant validation are scoped where technically reliable.

Buyer Guides

Evaluate an AEO Platform's Data Methodology

Six questions every buyer should send to every AEO platform - including us - before signing. We designed SolCrys to answer all six; here's how, and what to listen for from anyone you're evaluating.

How SolCrys Works

SolCrys FAQ

How we build prompt sets, capture AI visibility data, handle engine non-determinism, run our Free Audit, and document methodology. The 19 questions buyers ask us most often during evaluation.

Competitor Comparisons

SolCrys vs Profound

Compare Profound and SolCrys for enterprise AI visibility monitoring, citation analytics, competitive tracking, and the workflow needed to turn findings into action.

Competitor Comparisons

SolCrys vs AirOps Quill

Compare AirOps Quill and SolCrys across AI search visibility, content execution, brand governance, and answer-gap workflows for marketing teams.

Competitor Comparisons

SolCrys vs Otterly AI

Compare Otterly AI and SolCrys for LLM visibility monitoring, prompt tracking, citation diagnostics, and the operating workflow needed after issues are found.

Competitor Comparisons

SolCrys vs Ahrefs Brand Radar

Compare Ahrefs Brand Radar and SolCrys across AI visibility measurement, SEO context, citation analysis, and execution workflows for improving AI answers.

Competitor Comparisons

SolCrys vs Peec AI

Compare Peec AI and SolCrys for AI search analytics, citation tracking, multi-brand reporting, BI exports, and workflow depth for closing answer gaps.

Competitor Comparisons

SolCrys vs HubSpot AEO

See how HubSpot AEO and SolCrys differ across AI search visibility, prompt tracking, citation analysis, CRM context, and workflow depth.

Competitor Comparisons

SolCrys vs Semrush AI Visibility Toolkit

See how Semrush AI Visibility Toolkit and SolCrys differ across prompt research, competitive benchmarks, site-audit context, and action-to-result tracking.

Strategy & Positioning

5 AEO Vendor Claims Worth Verifying

Five pitch patterns that recur across AEO vendor conversations, paired with the specific questions that test each one. What's worth verifying before signing — and how SolCrys answers the same five tests.

Strategy & Positioning

Why Two AEO Platforms Can Disagree on Citation Share

AEO measurement is more like survey design than search analytics. The four sources of disagreement between AEO platforms, the five questions that surface them, and how SolCrys answers each one — with explicit uncertainty.

Buyer Guides

The CMO's AEO Procurement Playbook

A 30-day playbook for evaluating and procuring an AEO platform — RFP design, POC scope, reference-check script, contract red lines. From Gwen Chen, ex-AWS marketing leader, on what AEO procurement should look like in 2026.

Strategy & Positioning

Your Website Has a Third Audience Now — Agents

AI agents are a third audience for your website — alongside humans and search crawlers. Eason Wang on what changes for product UX when agents see what humans can't, and miss what humans take for granted.

Strategy & Positioning

Action Externalization

Literacy externalized thought. AI is externalizing action. Jia Chang, CTO of SolCrys, on the second great externalization in human civilization, why execution is becoming abundant, and what becomes scarce when 'doing' is free.

How SolCrys Works

Building an AEO Platform: 6 Architectural Decisions

An AEO platform's measurement, action, and verification surfaces all rest on a small number of architectural choices that aren't usually published. Jia Chang on six of ours — what each tradeoff looks like, what we chose, and what we'd revisit.

Measurement

Why Your AI Visibility Score Moves

AI visibility scores move week to week even when nothing you control has changed. Here are the 6 sources of normal variance, the patterns that signal real movement, and what to watch.

How SolCrys Works

Inside the Action Hub: From Gap to Verified Lift

What SolCrys actually does after the dashboard surfaces a gap. The closed-loop workflow from detection to draft to brand review to ship to re-measurement — including the failure modes.

How SolCrys Works

What a SolCrys Content Audit Looks Like

The exact sections of a SolCrys content audit, what each one is measuring, and what's explicitly NOT in scope. Read this before you request a Free Audit so you know what to expect.

Buyer Guides

Which AI engine should you focus on? A four-signal framework for AEO prioritization

Most AEO programs over-index on engine market share and under-index on signal quality. Gwen Chen, SolCrys CEO, on the four-signal framework — audience fit, prompt gap, buyer value, fixability — that decides where AEO investment actually pays off, plus a 5-factor scoring rubric and the 2026 read on every major engine.

How SolCrys Works

Don't delete 0-visibility prompts: a four-state lifecycle for AEO prompt sets

Most teams delete prompts that show 0 visibility. Eason Wang, SolCrys CPO, on why that's the wrong heuristic — a 0-visibility prompt with real buyer intent is a gap to fix, not a prompt to remove — and the four-state lifecycle (Keep + Act, Rewrite, Archive, Add) we ship to enforce it.

Buyer Guides

AEO for B2B SaaS Companies in 2026: A Vertical Guide

AEO for B2B SaaS in 2026: which engines matter, what prompts to track across the buyer journey, and the source-layer plays (G2, Reddit, PR) that actually move citations. Includes a 40-prompt SaaS template.

Buyer Guides

AEO Platforms That Integrate with Your CMS (2026)

Which AEO platforms actually integrate with WordPress, Webflow, Contentful, Sanity, HubSpot, and Shopify in 2026 — and which only export PDFs. A 2,400-word buyer guide for content engineering leads.

Source notes

These references guide how SolCrys evaluates AI search visibility, crawler access, and answer readiness.

FAQ

What is Answer Engine Optimization?

Answer Engine Optimization, or AEO, is the practice of making a brand's expertise, products, and proof easy for AI systems and search engines to retrieve, understand, cite, and summarize accurately in generated answers.

How is AEO different from SEO?

SEO focuses on visibility in search result pages. AEO focuses on whether AI answer engines can use your content as a reliable source inside generated answers, comparisons, and recommendations.

Which AI surfaces should brands monitor?

Most brands should start with ChatGPT search, Gemini, Google AI Overviews and AI Mode, and Perplexity where included in their plan. Claude, Copilot, and retail assistants can be evaluated as scoped add-ons when they materially influence the category.

Does SolCrys replace existing SEO work?

No. Strong technical SEO, useful content, crawlability, and authority are still the foundation. SolCrys extends that work into prompt-level AI visibility, citation readiness, and answer accuracy.

How does SolCrys keep AI-generated content brand-safe?

SolCrys grounds every AEO action in your Corporate Context - a governed source of truth for approved facts, claims, proof, voice, and competitor framing. Findings become reviewable briefs, recommendations, or drafts inside those guardrails, and every change routes through human approval before it ships.

How does SolCrys prove a fix actually worked?

After an action ships, SolCrys re-runs the same prompt set across the same answer engines and tracks how citation rate, answer accuracy, and recommendation share changed. That action-to-result link connects the shipped page or source update to a measurable AI search outcome.

Free AI visibility audit

Find out where your brand is missing, miscited, or misrepresented.

SolCrys maps high-intent prompts to mentions, citations, answer accuracy, and content gaps so your team can prioritize the next pages to ship.

Get a free audit