Enterprise AEO Platform Comparison

Conductor vs. Otterly

Otterly focuses on AI visibility and GEO diagnostics. Conductor adds deeper audience intelligence, continuous technical monitoring, and intelligent prioritization.

Trusted by 500+ enterprises

The problem with AEO platforms like Otterly

Prompt monitoring vs. business-specific prioritization

Otterly tracks prompts you select or discover through Prompt Research. Conductor prioritizes around search demand, personas, intent, markets, and business context.

GEO diagnostics without full-site monitoring depth

Otterly audits crawlability, content readiness, and query fan-out. Conductor adds 24/7 monitoring across 25+ technical AEO signals and site health.

Audience signals without persona × intent depth

Otterly tracks sentiment, competitors, and funnel tags. Conductor maps visibility across persona × intent intersections to expose audience-stage gaps.

How AEO platforms get their data matters

Conductor and Otterly take fundamentally different approaches to data collection, and that difference shapes whether the content you produce actually earns citations.

LabelConductorOtterly
Collection method

Official APIs

Direct connections to ChatGPT, Claude, Gemini, and Google AIO through official APIs returning AI responses exactly as the engine produces them.

Web scraping

Otterly's security documentation lists a scraping-based approach, not a direct API connection to model providers.

Reliability

Daily tracking, complete history

Conductor's API connections deliver daily visibility data, with full historical coverage you can trust and defend to stakeholders.

Daily visibility tracking

Otterly monitors tracked prompts daily across the AI search engines available in each account.

Data origin

A decade-plus of real search demand

Billions of indexed queries, click data, and intent patterns grounded in your actual buyers.

Prompt Research + user-selected queries

Otterly combines its AI Prompt Research tool with user-defined prompts to build tracking sets around brands, competitors, products, and industry questions.

Prompt index

Built for your business

Custom-built prompt index for your business informed by your products, brands, personas, intent stages, and regions.

Research-assisted prompt selection

Users can discover prompts through AI Prompt Research or add their own, then manually organize tracking around the queries they choose to monitor.

Hear why our customers chose Conductor

We had already looked at other tools and were using Otterly, Profound... But I wasn't really satisfied, because it's just a tool for one thing, and the prompting was too small for me, and I also missed the view of the entire focus. I'm already happy that I can see how the AI Overviews are increasing in Conductor's AI Search Performance; other tools don't even show me that. I only ever see that there is an AI Overview for the term, but nothing more.”

Tim Brock
Tim Brock

Senior Marketing Consultant SEO, Syzygy Performance Marketing

Conductor’s AI search performance tracking helps us understand prompts across our different topic areas and evaluate whether the content being cited is truly relevant. There are a lot of synthetic prompts, so having a reliable weekly view of cited content and brand mentions is incredibly useful.”

Daniel Hall
Daniel Hall

Search Marketing Manager, Zurich Insurance UK

AI Search Performance is fantastic, very insightful. It drives our thought process around the things we want to target. The data that we can pull and understand from our national sites could be effective for all of our local sites and the thousands of websites we have.”

Jason Awad
Jason Awad

SEO & UX Manager, Carpet One

Conductor vs. Otterly

A detailed, category-by-category look at how Conductor and Otterly compare, from AI search visibility to enterprise security.

AI Search Visibility & AEO
FEATURESConductorOtterly
Comprehensive AI engine coverage

✓ All major engines, dynamically updated

Connects to 9 major engines via official API—including ChatGPT, Claude, Gemini, Google AIO, and Perplexity—plus emerging engines added as they grow.

x Limited to 7 AI surfaces

Core plans include ChatGPT, Google AIO, Perplexity, and Copilot. Claude, Gemini, and Google AI Mode require additional paid packages.

Brand mention/citation tracking

✓ 8+ citation categories, full control scoring

A Citation Control Score identifies who controls the narrative and suggests a procurement plan for third-party citations.

x Citations and competitor tracking

Tracks brand mentions, website citations, and share of AI voice without a scoring system to prioritize gaps or a procurement workflow to close them.

Sentiment tracking

✓ Deep sentiment across engines, personas, and intents

Quoted AI responses show exactly why your brand reads positive or negative.

x Brand sentiment across engines and competitors

Otterly tracks net sentiment alongside mentions, rankings, share of voice, and competitor performance across seven AI engines.

Prompt Generation & Curation
FEATURESConductorOtterly
Prompt prioritization approach

✓ Built around audience and business opportunity

Prioritize prompts using search demand, persona, intent, market, topic, competitive gaps, and business context.

x Prompt Research + manual selection

Surfaces relevant prompts, then lets teams select and manage which queries to monitor.

Persona & funnel-stage tagging

✓ Personas and intent built in by default

Every generated prompt set accounts for the right buyer type and journey stage from the start.

x Funnel-stage tagging without persona analysis

Organize prompts by branded, non-branded, top-of-funnel, and bottom-of-funnel tags, but doesn’t offer insight into persona-level visibility analysis.

Technical AEO & SEO
FEATURESConductorOtterly
Technical AEO monitoring

✓ Continuously detect technical AEO issues sitewide

Monitor 25+ AEO signals across your site—including rendering, schema, semantic HTML, crawlability, AI directives, and content depth—alongside technical site health.

x Audit individual URLs for GEO readiness

Otterly's GEO Audit checks URLs for crawlability, rendering, content readiness, citability, and query fan-out, identifying issues when pages are audited.

Monitoring & alerting

✓ Catch issues as they happen

24/7 monitoring detects technical changes across your site and sends real-time alerts when issues threaten organic or AI search performance.

x Point-in-time GEO diagnostics

GEO Audit identifies technical and content issues on the URLs you evaluate, rather than continuously monitoring sitewide technical health.

Workflow & Productivity
FEATURESConductorOtterly
Strategic recommendations

✓ Recommendations built from deeper context

Combine persona, intent, citations, sentiment, technical health, search demand, competitive gaps, and content performance to identify exactly where and how to act.

x Recommendations based on GEO performance gaps

Recommends optimizations from surface-level prompt visibility, citations, content readiness, and GEO Audit findings to improve AI search performance.

Developer Infrastructure & Integrations
FEATURESConductorOtterly
Native MCP server

✓ Give agents the context to make better decisions

Connect agents to visibility, citations, sentiment, personas, intent, technical intelligence, competitive insights, and broader search performance.

x Give agents access to Otterly reports

Otterly's MCP exposes brand visibility, prompt rankings, citations, recommendations, and GEO audits to compatible AI assistants.

Official API

✓ Open, enterprise-grade data access

Full Data API and Content API for internal agents, apps, and BI systems, available across tiers.

x Programmatic access to AEO reporting

Exposes brand reports, prompts, citations, recommendations, GEO audits, and workspace data for external workflows.

Data collection methodology

✓ Official APIs, disclosed and stable

Direct connections to AI engines returning responses exactly as the engine produces them.

x Web scraping

Otterly's security documentation lists a third-party web crawling and data extraction provider as a subprocessor.

Enterprise Readiness & Security
FEATURESConductorOtterly
Security & compliance

✓ Triple-certified, enterprise-approved

SOC 2 Type II, ISO 27001, and ISO

42001—the global standard for

responsible AI governance. 98%

SecurityScorecard rating.

x SOC 2 audit not yet complete

Otterly's own help center confirms its SOC 2 Type II audit is on its roadmap with no set date. Current security relies on AWS infrastructure certification, encryption, and access controls rather than an independent company-level audit.

Pricing model

✓ 3-week free trial, no caps

Full access to evaluate real performance against your actual search questions.

x Self-serve, starting at $29/month, with a free trial

Priced and structured for individual marketers and small teams rather than multi-brand, multi-region enterprise deployment.

Global & Enterprise Scale
FEATURESConductorOtterly
Platform scale

✓ Enterprise intelligence across search programs

Designed to connect audience, technical, content, search, and AI visibility intelligence across large organizations and global programs.

x Self-serve through Enterprise tiers

Serves solo marketers through global brands, with Enterprise adding SSO, custom limits, dedicated support, and customizable prompt tracking.

The bottom line

Otterly provides accessible AI visibility, prompt tracking, and GEO diagnostics. Conductor adds deeper audience, technical, and decision intelligence for complex AEO programs.

Choose Conductor if

  • You need deep, verified AEO intelligence, broken down by persona and intent, unified with traditional SEO data in one platform
  • Your data collection needs to run through official API partnerships, not web scraping
  • You need a native MCP server live today, not marked "coming soon"
  • You want recommendations tied to your own revenue and conversion data, not visibility and citation gaps alone
  • You require SOC 2, ISO 27001, and ISO 42001 certification confirmed and complete, not on a roadmap with no set date
  • You need multi-brand, multi-region architecture built for enterprise deployment from the start

Choose Otterly if

  • You're an individual marketer, solo practitioner, or small agency team getting started with AI visibility tracking
  • Self-serve pricing and a fast setup matter more than enterprise architecture
  • You don't need traditional SEO data in the same platform, and are comfortable pairing OtterlyAI with a separate SEO tool if needed
  • You're comfortable with scraping-based data collection and a pending SOC 2 audit

Why enterprises choose Conductor

See where visibility changes by audience and market

Conductor breaks AI performance down across personas, intent stages, engines, and locations—so global teams can see exactly which audiences and markets are driving each gap.

Build one strategy across complex global programs

Manage AI visibility across markets, brands, audiences, topics, and business units without treating every regional prompt set as a separate analysis.

Get more depth from every recommendation

Conductor combines persona, intent, citations, sentiment, technical health, competitive gaps, and search intelligence to surface more precise next steps.

Built for the future

With weekly product releases, 10+ years of search experience, and 100+ engineers, you’re always equipped with the most advanced, enterprise-ready tools.

Frequently Asked Questions

  1. Otterly offers custom Enterprise plans for global brands, including SSO, customizable prompt tracking, dedicated customer success, custom limits, and personalized onboarding. Conductor differentiates through deeper audience intelligence, continuous technical monitoring, and broader enterprise decision context across complex AEO programs.

  2. Yes. Otterly’s Public API and native MCP server are both live. Its MCP exposes brand visibility, prompt rankings, citations, recommendations, and GEO audits to compatible AI assistants. Conductor’s MCP differentiates by connecting agents to a broader intelligence layer spanning AEO, personas, intent, technical insights, competitive data, and search performance.

  3. Otterly tracks sentiment, competitors, branded and non-branded prompts, and funnel-stage tags. Conductor adds native persona × intent analysis, showing how mentions, citations, and sentiment change across specific audiences and journey stages with drill-down to the prompts behind each gap.

  4. Otterly helps teams discover prompts through its AI Prompt Research tool or add their own queries for daily monitoring. Conductor goes further by prioritizing prompts around established demand, personas, intent stages, markets, topics, and business context to build a more customized measurement strategy.

  5. Otterly is a strong option for teams that want accessible daily AI visibility tracking, Prompt Research, GEO audits, API access, and MCP in a straightforward self-service platform. Conductor is built for organizations that need deeper audience analysis, comprehensive technical monitoring, and broader intelligence to guide complex AEO decisions.

  6. OtterlyAI's own security documentation lists a third-party web crawling and data extraction provider as a subprocessor, confirming a scraping-based collection method rather than official API connections to model providers.

  7. Not yet. OtterlyAI's own help center states its SOC 2 Type II audit is on its roadmap, with no date set. Its current security posture relies on AWS infrastructure certification, encryption, and access controls rather than an independent company-level audit. Conductor holds SOC 2 Type II, ISO 27001, and ISO 42001.

  8. Otterly generates recommendations from AI visibility, citation, prompt, and GEO Audit findings. Conductor combines AEO signals with persona, intent, technical health, content performance, analytics, and broader search intelligence to prioritize actions in a wider business context.

We don’t just have Otterly beat. See how we stack up against the rest.

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Go from prompt tracking to audience strategy

Connect AI visibility to persona, intent, technical health, competitive context, and business priorities to see exactly where to act next.