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Date: October 24, 2026
Purpose: For Optimizely customers: how ai12z compares with Conductor, Optimizely's AEO partner — why teams that already use Conductor add ai12z, and why many Optimizely teams choose ai12z on its own.

At a glance

  • Optimizely and Conductor. In June 2026, Optimizely launched a full AEO platform with Conductor: Agent Visibility Analytics inside Optimizely Analytics, which shows log-level AI agent activity on your site, plus three agents powered by Conductor data — an AEO Gap Finding Agent, a Competitive AI Share of Voice Agent, and an AI Brand Visibility Report Agent. The Conductor-powered agents are available to customers of both Optimizely and Conductor.
  • ai12z and Optimizely. ai12z is an Optimizely partner with a production Optimizely connector and live customers running ai12z on Optimizely sites. ai12z is an answer engine with a full GEO Suite and the visitor-facing AI experience on your pages: AI search, digital assistants, forms, CRM actions, and personalization.
  • Two paths. Already using Conductor? Add ai12z for the answer engine and the visitor layer. Not using Conductor? ai12z alone gives you AI visibility tracking, the GEO Suite, an action plan, the GEO Bot, and AI Referral Analytics — plus the assistant your visitors talk to — without a separate enterprise SEO contract.

What the Optimizely–Conductor Partnership Covers — and What It Doesn't

Short answer: Conductor gives Optimizely content teams enterprise AEO and SEO intelligence. ai12z does the AI visibility work too — and adds what intelligence alone can't: an answer engine that tests whether your Optimizely content actually answers the questions people ask, first-party data from your real visitors, and the AI experience those visitors get when they land on your site.

The partnership is a back-office story. Conductor's data shows how AI engines cite and describe your brand, Optimizely's Agent Visibility Analytics shows how AI agents reach your site, and the Conductor-powered agents turn that into gap reports, share-of-voice benchmarks, and brand visibility reports for your marketing team.

ai12z covers that ground and the front of house. Every Optimizely customer still has two questions the partnership doesn't answer:

  • Can our content actually answer what people ask? A gap report can tell you competitors are cited instead of you. Only an answer engine over your own content can tell you whether your content fails the question — and if an answer engine with direct access to your content can't answer it, ChatGPT won't cite you for it either.
  • What happens when a visitor arrives from AI search? ai12z answers their questions, completes tasks, captures leads, and records what they asked — including every question your site couldn't answer — so you know exactly what to fix next.

If you already use Conductor

Keep Conductor for enterprise SEO, content production, and technical monitoring. Add ai12z for the layers Conductor doesn't touch: the answer engine that tests your content, your visitors' real questions, AI referrals traced to the conversation, an Action Plan Dashboard your team works from, and the AI assistant, forms, and actions on your Optimizely pages. Both run in the same Optimizely account, serving different surfaces.

If you're an Optimizely customer choosing an AEO solution

You don't need Conductor to do AEO well. ai12z gives you, in one platform:

  • AI visibility tracking across ChatGPT, Gemini, and Claude — the engines behind about 98% of the AI referral traffic ai12z measures — with Google's AI answers measured directly and Bing visibility checked, plus sentiment and competitor share of voice
  • The answer engine that scores every answer your content gives and flags the questions it can't answer
  • The GEO Suite — Q&A Analysis, URL Analysis, Keyword Visibility, Agent Readiness, AI Footprint, Citation Monitor, Site-Wide Sweep, Trend — created automatically, with an Action Plan Dashboard that turns it all into one to-do list and a GEO Bot you can simply talk to
  • AI Referral Analytics that links each AI-referred visit to that visitor's conversation, with no analytics setup
  • The visitor-facing AI experience on your Optimizely pages, with your Optimizely content synced through ai12z's production connector

Choose Conductor as well if you need an enterprise SEO platform and content production at scale.


Executive Summary

ai12z is an AI experience platform that helps organizations improve their AI discoverability, deploy AI search and digital assistants on their websites, and create adaptive web experiences that personalize the customer journey.

AI discoverability helps organizations understand and improve how they are surfaced, cited, and recommended by AI tools such as ChatGPT, Claude, Gemini, and Perplexity. AI search, digital assistants, and adaptive web experiences help visitors find information, complete tasks, and take action more efficiently.

Together, these capabilities enable organizations to improve engagement, increase conversions, and drive revenue growth.


The critical distinction: Conductor optimizes how AI engines and traditional search engines talk about your brand — it is an enterprise SEO, AEO, and content platform for marketing teams. ai12z tracks AI visibility too, tests whether your own content can answer the questions people ask, and serves the visitor who arrives after that AI search — with the assistant, forms, CRM actions, and personalization on the live website.

Bottom line:

  • ai12z leads in: testing your own content as an answer engine, AI citation diagnosis across training data and the live web (Google and Bing), real visitor questions and unanswered-question detection, AI referral-to-conversation attribution with no analytics setup, an Action Plan Dashboard that turns every report into one tracked to-do list, a GEO Bot grounded in your visitor data, the visitor-facing AI assistant, agentic visitor actions, the forms engine, bidirectional CRM, conversational personalization, CMS-agnostic deployment with a production Optimizely connector, Vibe Coding, deterministic conversation paths, and pricing for teams of any size
  • Conductor leads in: enterprise SEO depth, content production at scale, 24/7 technical and AI-crawl monitoring, revenue attribution through GA4 and Adobe, AI engine breadth, SOC 2 Type II certification, and native integration with Optimizely's AEO agents

ai12z Platform Context: As an Answer Engine platform, ai12z delivers:

  • AI Search & Digital Assistants — conversational AI assistants deployed directly on websites via out-of-box web controls (ai12z-bot, Knowledge Box, CTA-Search, Form Control, Search Results page, Container) or a full REST + WebSocket API
  • GEO Suite — AI visibility tracking, answer-engine testing, the Action Plan Dashboard, the GEO Bot, and AI Referral Analytics
  • Live Agent Escalation — seamless handoff to human support agents with full conversation context
  • Website Personalization — real-time page transformation and Landing Page Experience Controls based on visitor intent
  • CRM & Service Integrations — bidirectional integrations with Salesforce, HubSpot, Zendesk, and 5,000+ systems via MCP
  • Agency Platform — sub-organizations per client, white-label deployment, AI-powered response debugging, and version history with diff view for system prompts, JavaScript, CSS, and handlebars templates

What Conductor and the Optimizely Partnership Include

Product What it does
Conductor Intelligence Mentions, citations, and sentiment across ChatGPT, Gemini, Copilot, Claude, Perplexity, Google AI Overviews, and AI Mode, alongside traditional search; pages and topics driving citations; competitive market share; recommendations; AI traffic and conversions through GA4 and Adobe Analytics
Ask Conductor Plain-language questions about your AI visibility data
Conductor Creator AI content creation and optimization, grounded in your knowledge sources
Conductor Monitoring 24/7 technical SEO and AEO monitoring, including how AI bots crawl your site, with real-time alerts
AgentStack Conductor inside ChatGPT, Claude, and Copilot; MCP server and APIs; Content and Technical agents
Optimizely Agent Visibility Analytics Log-level AI agent activity on your site, inside Optimizely Analytics
Conductor-powered agents in Optimizely AEO Gap Finding Agent (content gaps and competitor citations, with a prioritized action list), Competitive AI Share of Voice Agent (topic-by-topic benchmarks, three priorities), AI Brand Visibility Report Agent (share of voice, sentiment, and rankings, three next steps) — for customers of both Optimizely and Conductor

Conductor pricing: Custom enterprise contracts. Vendr reports a median annual Conductor contract of about $49,000, with purchases ranging from roughly $32,000 to $78,000 a year.


Feature Comparison Matrix

AI Visibility — Head to Head

Feature ai12z Conductor Notes
Tests whether your own content can answer the question ✅ Lead — ai12z is an answer engine: it answers questions directly from your content, scores every answer from 1 to 100, and flags the questions your content can't answer. Keyword Visibility tests your target keywords before any traffic arrives. ❌ Not an answer engine — measures external AI engines and produces new content Only ai12z does this — Conductor measures the outcome; ai12z tests the cause
AI engines covered ✅ OpenAI GPT and Claude (what each model learned in training); Gemini via Google and ChatGPT web search via Bing (what each engine finds on the live web) ✅ ChatGPT, Gemini, Copilot, Claude, Perplexity, Google AI Overviews, and AI Mode Conductor advantage on breadth. Both cover ChatGPT, Gemini, and Claude — about 98% of the AI referral traffic measured by ai12z AI Referral Analytics. If Perplexity matters for your audience, ai12z can add it.
Google AI (AI Overviews / AI Mode) ✅ Measures Google's AI answers directly: Gemini grounded in live Google Search — the same model family and index behind AI Overviews and AI Mode — and whether it cites your site, with the reason why ✅ Tracks AI Overview and AI Mode answers Comparable — different method
Why you aren't cited ✅ Lead — four-signal diagnosis shows whether the gap is in model training data or in your live content, and checks both Google's and Bing's search indexes ⚠️ ChatGPT tracked in default and live-web search modes; pages and topics driving citations; gap recommendations ai12z lead
Citation sentiment ✅ Every mention classified as positive, neutral, negative, or mixed, per query ✅ Positive, neutral, or negative, tied to the source Comparable
Competitor benchmarking ✅ Share of voice per competitor, plus the queries you win and lose ✅ Competitive market share by topic; Competitive AI Share of Voice Agent in Optimizely Comparable
Choosing what to track ✅ Lead — suggested from your brand context and from the questions your visitors actually ask; Citation Manager lists; CSV import; scheduled weekly or monthly ✅ Prompt and topic research grounded in 10+ years of search data Split — only ai12z seeds tracking from what your visitors ask

GEO Suite Depth

Feature ai12z Conductor Notes
Questions your content can't answer ✅ Lead — unanswered-question detection from real visitor queries, with rate, topic breakdown, and priority ❌ Not available — Conductor monitors external AI platforms, not your own assistant ai12z only — only ai12z captures what real visitors asked that your site couldn't answer
Quality score for every answer ✅ Lead — every answer scored 1–100 ❌ Not available ai12z only
Short-form vs. conversational query testing ✅ Lead — the score gap between short keywords and conversational questions ❌ Not available ai12z only
Entity density and specificity scoring ✅ Lead — named entities, statistics, and generic-section flags per page ❌ Not available ai12z lead
Topical authority ✅ Topical depth analysis per page ✅ Topic research and AI Topic Map Comparable — Conductor's is domain-wide; ai12z's is page-specific
Agent-readiness audit ✅ AI crawler access, llms.txt quality, sitemap freshness, page token counts, markdown availability; a starter llms.txt generated when missing ✅ Technical AEO checks and AI-crawl alerts in Conductor Monitoring Comparable — ai12z writes a starter llms.txt for you
Site-wide GEO scoring ✅ Site-Wide Sweep scores every page for AI citation signals ⚠️ Page health ranked by business impact Different focus — AI citation readiness vs. technical health
AI Footprint — social and entity presence (11+ platforms) ✅ Available — Not part of Conductor's published features ai12z lead
AI content creation ✅ FAQ drafts with answer-first paragraphs, sitemap drafts, and page-level fix recommendations ✅ Conductor lead — Conductor Creator and the Content Agent Conductor advantage on content production; ai12z tells you which content to create from real gaps
Enterprise keyword research and rank tracking ⚠️ Google rank and Bing visibility in the citation report ✅ Conductor lead — enterprise SEO Conductor owns traditional SEO
Continuous monitoring and alerts ⚠️ Scheduled reports and automation ✅ Conductor lead — 24/7 monitoring, real-time alerts Conductor advantage

Analysis, Automation & Attribution

Feature ai12z Conductor Notes
Ask questions about all of your reports ✅ GEO Bot — ask "What changed, why, and what should we do next?" across every GEO report, the action plan, your referral activity, and the questions AI-referred visitors asked ✅ Ask Conductor; Conductor inside ChatGPT, Claude, and Copilot Comparable — different data: the GEO Bot is grounded in your visitors' conversations
Action plan ✅ Lead — the Action Plan Dashboard turns every report into one de-duplicated to-do list on a task board — Open, Corroborated (in progress, with your team's notes), Resolved — prioritized by impact and effort and tagged by source and owner; resolved and new since the last plan; CSV export and PDF sharing ⚠️ Conductor-powered agents return prioritized actions per report — for example, three priorities from the share-of-voice agent ai12z lead — one tracked list across every report, not a set of separate recommendations
Automated report creation ✅ Automation creates every GEO report ✅ Enterprise reporting; report agents Comparable
AI referral attribution ✅ Lead — AI Referral Analytics, built in with no analytics setup: sessions, engagement, and conversations by AI engine, search, social, and direct; every conversation traced to the engine, landing page, device, location, and UTM ⚠️ AI traffic and conversions through GA4 and Adobe; Optimizely's Agent Visibility Analytics shows log-level AI agent activity Split — Conductor and Optimizely show AI traffic and agent activity; only ai12z shows what each AI-referred visitor asked
What AI-referred visitors asked ✅ Lead — e.g. "What are visitors from ChatGPT asking us?" ❌ Not available Requires first-party conversation data
Revenue attribution ❌ Not available ✅ Conductor lead — through GA4 and Adobe Analytics Conductor advantage

Visitor-Facing AI Experience

Feature ai12z Conductor Notes
AI assistant on your live website ✅ Lead — conversational assistant for website visitors, with streaming responses and a choice of 20+ LLMs ❌ Not available — Conductor is a platform for marketing teams ai12z only
Out-of-box web controls ✅ ai12z-bot, Knowledge Box, CTA-Search, Form Control, Search Results page, Container ❌ Not applicable
Context-driven welcome screens ✅ Multi-panel welcome screens chosen by context — origin URL, location, CRM segment, time zone, custom attributes — before the visitor types ❌ Not applicable
Deployment options ✅ Web Component, React, REST, or Google Tag Manager — no rebuild required on any CMS ❌ Not applicable Works on Optimizely and any other stack
Languages ✅ 50+ languages with automatic detection ⚠️ Multi-language SEO Different layers

Agentic Actions for Visitors

Feature ai12z Conductor Notes
Multi-step agentic orchestration for visitors ✅ Lead — multi-step reasoning with parallel tool calls and fallback logic ❌ Conductor's agents assist marketers; they don't serve visitors Different audiences
Visitor-triggered actions ✅ Lead — book appointments, submit forms, write to CRM, compare products — from the conversation ❌ Not available ai12z only
Bidirectional CRM ✅ Salesforce and HubSpot — read contact data; create contacts, records, deals, tickets, and cases ❌ Not applicable
Live agent escalation ✅ Full-context handoff to Zendesk or Salesforce ❌ Not applicable
MCP integrations ✅ 5,000+ compatible systems for visitor-facing actions ⚠️ MCP server for marketing-team workflows Conductor uses MCP in the back office; ai12z uses it for visitors
Rich responses and in-chat widgets ✅ Results rendered as cards with images, status, and action buttons; custom interactive widgets such as calculators and configurators ❌ Not applicable
Commerce ✅ Shopify and BigCommerce integrations ❌ Not applicable

Forms Engine and Personalization

Feature ai12z Conductor Notes
Forms engine ✅ Lead — multi-page forms with conditional logic and file upload, built with drag-and-drop or Vibe Coding, living inside the conversation ❌ Not available
CRM pre-fill and dynamic time slots ✅ Pre-fill from Salesforce or HubSpot; real-time availability for appointments and reservations ❌ Not available
Forms as AI tools ✅ Lead — the assistant can open a form mid-conversation ❌ Not available ai12z only
Conversational personalization ✅ Lead — intent and persona detected from what the visitor types; hero, CTA, and panels change on the page in response; Landing Page Experience Controls before chat opens ❌ Not available Complements Optimizely's experimentation and personalization with intent from the conversation

Optimizely, CMS, and Platform

Feature ai12z Conductor Notes
Optimizely integration ✅ Production connector — live customers running ai12z on Optimizely sites; Optimizely content synced into the answer engine ✅ Strategic partner — Conductor data powers Optimizely's AEO agents Both integrate, at different layers — Conductor for the content team, ai12z for the answer engine and your visitors
CMS connectors for the answer engine ✅ 13+ connectors — Optimizely, WordPress, Sitecore, Drupal, Salesforce, Contentstack, Umbraco, and more — plus URL crawling, PDF upload, and REST ⚠️ CMS connections for publishing content, not for answering visitors Different purpose
Semantic cache ✅ Equivalent questions answered from cache in milliseconds, with no LLM cost for frequent questions ❌ Not applicable
Vibe Coding ✅ Lead — describe an integration, form, widget, or prompt change in plain language and ai12z builds it ❌ Not available No developer required for most integrations
Deterministic conversation paths ✅ Lead — a state-machine layer alongside the AI guarantees required paths, in production for healthcare crisis detection ❌ Not available Built for regulated industries
System prompt version history ✅ Compare and roll back any version ❌ Not applicable
Agencies ✅ Lead — sub-organizations per client with separate billing, branding, and access; white-label; import and export between environments ⚠️ APIs and MCP for agency builders
Pricing for teams of any size ✅ Lead — subscription pricing for SMB through enterprise ❌ Enterprise contracts — Vendr reports a median of about $49,000 a year Significant gap for mid-market Optimizely customers

Enterprise and Compliance

Feature ai12z Conductor Notes
SOC 2 Type II Policies and procedures aligned with SOC 2 requirements; not yet third-party certified ✅ Certified Conductor advantage for enterprise procurement
Role-based access control ✅ Supported ✅ Supported Parity
Multi-site support ✅ Supported ✅ Supported Parity
PII/PHI masking in conversation data ✅ Business plan and above ❌ Not applicable — Conductor doesn't process visitor conversations

Structural Advantages — Where ai12z Cannot Be Replicated by Conductor

1. ai12z Is an Answer Engine; Conductor Is a Tracker and a Content Engine

Conductor tracks how AI engines answer prompts and helps you produce content for them. That measures the outcome, not the cause. A missing mention could mean your content doesn't answer the question, the engine never found your page, or a competitor has more authority — and a gap report can't tell you which. ai12z answers questions directly from your own content, so the content itself can be tested: every real visitor question is answered and scored, Keyword Visibility tests your target keywords before any traffic arrives, and Q&A Analysis flags the themes that are poorly answered. If an answer engine with direct access to your content can't answer a question, ChatGPT won't cite you for it either.

2. The Visitor Layer Conductor Doesn't Touch

Conductor and Optimizely's AEO agents work on what AI engines say about your brand before visitors arrive. ai12z serves those visitors the moment they land — answering questions, completing tasks, capturing leads, and triggering agentic workflows on your Optimizely pages. Every Conductor customer still faces the question, "What happens when a visitor arrives from AI search?" ai12z answers it.

3. Your Visitors' Questions, Not a Market Sample

Conductor monitors how external AI platforms respond to prompts. ai12z captures what real visitors ask on your site — including every question your site couldn't answer. Those unanswered questions are exactly the content gaps that hurt AI citations, and no external monitoring tool can see them.

4. Whether — and Why

Both products report whether AI engines mention and cite you. ai12z's Citation Monitor also separates the causes: training-data signals (OpenAI GPT and Claude) show whether your brand is in what the models learned, and live-web signals (Gemini via Google and ChatGPT web search via Bing) show whether your current content is being found. Because ai12z checks both Google and Bing, it also catches a page that ranks on Google but is invisible to ChatGPT's web search.

5. From AI Mention to Visit to Question — No Analytics Setup

Optimizely's Agent Visibility Analytics shows how AI agents reach your site, and Conductor ties AI traffic to conversions through GA4 and Adobe. ai12z adds the conversation. AI Referral Analytics is built in — the tracking beacon comes with any ai12z search or assistant control, or a lightweight beacon control with no visible change to your page, and tracking can be switched off with a checkbox. Open any conversation to see the AI engine, landing page, device, location, and UTM that brought that visitor, and what they asked.

6. From Hundreds of Pages to One To-Do List

ai12z's reports can add up to hundreds of pages. The Action Plan Dashboard turns them into one de-duplicated to-do list, prioritized by impact and effort and tagged by owner — Marketing/SEO, Content, Dev/Ops, or Brand. Your team moves each action from Open to Corroborated — marking it in progress and adding notes — and then to Resolved, and the dashboard shows what's been resolved and what's new since the last plan. Conductor's agents return a few priorities per report; ai12z gives your team one list to execute and tracks it to done.

7. GEO Bot — Grounded in Your Visitors

The GEO Bot is a conversational assistant over every GEO report, the action plan, your referral activity, and the questions AI-referred visitors asked. Marketers can simply talk to it: "What changed in our AI visibility over the last 30 days?" or "What are visitors from ChatGPT asking us?" Ask Conductor works over Conductor's visibility data; it doesn't have your visitors' conversations.

8. Agentic Actions — Not Just Answers

When a visitor asks "Can I book a demo for Thursday?", ai12z looks up availability, offers time slots, collects details, writes the record to Salesforce, and sends a confirmation — all within the conversation. Conductor's agents help marketing teams; they don't transact with your customers.

9. Built for Optimizely — and Every Other Stack

ai12z's production Optimizely connector syncs your Optimizely content into the answer engine, so the assistant answers from what you publish. The same platform works on WordPress, Sitecore, Drupal, Contentstack, and custom stacks through 13+ connectors, URL crawling, PDF upload, and REST — useful for organizations running more than one CMS.

10. Deterministic Paths for Regulated Industries

ai12z runs a state-machine layer alongside the AI for paths that must never vary — healthcare crisis detection, financial services compliance, insurance intake. A live healthcare customer uses it to detect a crisis, constrain the AI's response, surface safe resources, and escalate to a person. Conductor has no conversational AI capability.

11. Vibe Coding — Integrations Without Developers

Describe a new integration, form, widget, or prompt change in plain language, and Vibe Coding builds the data transforms, API calls, prompt updates, and interface for you. Time to integration is measured in minutes.

12. One Platform, Without an Enterprise SEO Contract

Conductor is sold as an enterprise contract. For an Optimizely customer that needs AI visibility and a visitor-facing assistant, ai12z delivers both on one subscription — the GEO Suite, the answer engine, the assistant, forms, and CRM integrations — without an enterprise SEO price floor.


Where Conductor Is Stronger — Honest Assessment

1. Enterprise SEO and Content Production

Conductor combines enterprise SEO, AI visibility, and content creation on more than ten years of search data, and in Optimizely accounts its data powers native AEO agents. If you need an enterprise SEO platform and content production at scale, Conductor is a strong fit — and ai12z works alongside it.

2. 24/7 Technical Monitoring

Conductor Monitoring watches your site continuously, including AI bot crawling, with real-time alerts and page-change history. ai12z's Agent-Readiness Audit complements it by scoring llms.txt quality, page token budgets, and markdown availability.

3. Revenue Attribution and Engine Breadth

Conductor ties AI traffic to conversions and revenue through GA4 and Adobe, and covers Copilot, Perplexity, AI Overviews, and AI Mode in addition to ChatGPT, Gemini, and Claude. ChatGPT, Gemini, and Claude account for about 98% of the AI referral traffic we measure, and ai12z covers all three; if Perplexity matters for your audience, ai12z can add it.

4. Enterprise Certification

Conductor holds SOC 2 Type II and ISO 42001 certifications. ai12z maintains policies and procedures aligned with SOC 2 requirements but is not yet third-party certified.


Which Path Fits Your Optimizely Team

Your situation Our recommendation
Optimizely customer, not using Conductor ai12z. You get AI visibility tracking, the answer engine, the GEO Suite with an action plan and the GEO Bot, AI Referral Analytics, and the visitor-facing assistant on your Optimizely pages — in one platform, without a separate enterprise SEO contract.
Optimizely and Conductor customer Keep Conductor for SEO, content, and Optimizely's Conductor-powered agents. Add ai12z for the answer engine, your visitors' real questions, AI referrals traced to the conversation, and the assistant, forms, and actions your visitors use.
Mid-market Optimizely customer ai12z — AEO and a visitor-facing AI experience without an enterprise SEO price floor.
Regulated industries (healthcare, financial services, insurance) ai12z — deterministic conversation paths, PII/PHI masking, and live agent escalation, with Conductor alongside if you need enterprise SEO.
Agencies serving Optimizely clients ai12z — sub-organizations per client, white-label deployment, an automated report set and Action Plan Dashboard for each client, and the GEO Bot to answer client questions.
Large enterprise SEO organization Both: Conductor as the enterprise SEO and content system, ai12z as the answer engine and visitor layer.

Frequently Asked Questions

"Optimizely partnered with Conductor. Does that change anything for ai12z?"

It validates the market. Conductor fills the AEO and SEO intelligence role for Optimizely content teams — a back-office story. ai12z is an Optimizely partner too, with a production connector and live customers, and covers both the AI visibility work and the front of house: the answer engine that tests your content and the assistant your visitors use. The two can run in the same Optimizely account, serving different surfaces.

"We're an Optimizely customer. Do we need Conductor to do AEO?"

No. ai12z tracks AI visibility across ChatGPT, Gemini, and Claude, tests whether your content answers the questions people ask, creates every GEO report automatically, turns them into one action plan, and links AI referrals to visitor conversations — and it adds the assistant on your Optimizely pages. Optimizely's Conductor-powered agents are available to customers of both Optimizely and Conductor; choose Conductor as well if you also need an enterprise SEO platform and content production at scale.

"We already use Conductor. Why would we also need ai12z?"

Conductor tells you what AI engines say about you and helps you write content for them. ai12z tells you whether your content can actually answer what people ask, shows what visitors arriving from AI search asked and whether they got an answer, and serves those visitors with an assistant that answers questions and completes tasks. Then it feeds the unanswered questions back so you know exactly what to write next.

"Conductor has citation monitoring. Why use ai12z's GEO Suite?"

Both track whether AI engines mention and cite you. ai12z also explains why — training data versus your live content, Google versus Bing — and adds data no monitoring tool can see: the questions real visitors typed on your site, including the ones your site couldn't answer.

"Optimizely already shows AI agent traffic. How is AI Referral Analytics different?"

Agent Visibility Analytics shows how AI agents and crawlers reach your site from log-level data. ai12z's AI Referral Analytics shows the people who arrive from AI engines — sessions, engagement, and conversations — and links each visit to that visitor's conversation, so you can see what visitors from ChatGPT asked and whether you answered them. The two are complementary.

"How is the GEO Bot different from Conductor's agents?"

Conductor's agents generate reports from Conductor data, each with a few next steps. The GEO Bot is a conversation over every GEO report, your action plan, your AI referral activity, and the questions visitors actually asked — and the Action Plan Dashboard tracks every action to done.

"What about mid-market budgets?"

Conductor is sold on enterprise contracts. ai12z is a subscription that covers the GEO Suite, the visitor-facing assistant, the forms engine, and CRM integrations, at a fraction of a typical enterprise SEO contract.

"Does ai12z do traditional SEO?"

No — by design. If you need keyword rank tracking and enterprise technical SEO monitoring, Conductor is the right tool. ai12z is built for AI visibility and for what happens after AI search sends a visitor to your site.


The Bottom Line

Conductor gives Optimizely content teams enterprise AEO and SEO intelligence. ai12z tracks AI visibility too, tests whether your Optimizely content can answer the questions people ask, shows what AI-referred visitors actually ask, turns every finding into one to-do list — and serves those visitors with an AI assistant that answers, acts, and converts on your live site.

Already using Conductor? Add ai12z for the answer engine and the visitor layer. Not using Conductor? ai12z covers your AEO and your visitor experience in one platform. Schedule a demo or learn more about the ai12z AI Experience Platform.

Conductor and Optimizely features and pricing reflect publicly available information as of October 24, 2026 and may change; see conductor.com and optimizely.com for current details. Conductor pricing data is from Vendr. Conductor, Optimizely, and related names are trademarks of their respective owners.