Conductor
Enterprise AEO, SEO, AI crawler analytics, and performance reporting
Overview
Conductor is an enterprise SEO and answer-engine optimization platform. Its current product positioning combines AI-search visibility, traditional search performance, content workflows, website monitoring, analytics, and integrations for AI agents and data systems.
The important distinction is that Conductor addresses both what answer engines say and how automated crawlers access a site. Its official AI Bot Crawling Analysis page documents log-file analysis of bots such as GPTBot and Perplexity Bot alongside AEO and SEO workflows. That makes it relevant to organizations that need a technical and executive reporting layer rather than a lightweight prompt tracker.
- Best for: Enterprise SEO, digital, content, and technical teams managing multiple sites or markets.
- Pricing: Usage-based and quote-led; public plan capabilities are shown, but dollar prices were not published on the pricing page checked September 9, 2026.
- Free access: Conductor’s current platform page advertises a free three-week trial; confirm eligibility, included modules, data limits, and whether sales qualification is required.
- Product type: Enterprise SEO, AEO, monitoring, analytics, and workflow platform.
- Primary strength: Connecting AI-search reporting with technical site health, content, and log-file evidence.
- Primary limitation: Commercial terms, exact usage allowances, and product-module boundaries require a sales conversation.
Who should use Conductor?
Best fit
- Enterprise SEO teams with substantial sites and multiple stakeholders
- Organizations that need AEO and SEO in one reporting environment
- Technical teams that need to inspect Googlebot, AI crawler, and server-log activity
- Agencies producing governed reports across clients, markets, and websites
- Content teams that want AI-answer insights connected to briefs and optimization
- Buyers that can support implementation, data governance, and an enterprise procurement process
Not ideal for
- Solo marketers seeking transparent self-serve prompt monitoring
- Teams that only need a small fixed prompt set and a low monthly price
- Buyers needing a fully public API, quota, and country matrix before evaluation
- Organizations expecting AI visibility data alone to prove traffic or revenue impact
- Teams without access to server logs when AI crawler analysis is a primary requirement
- Buyers looking for a lightweight content editor rather than a broad platform
Quick facts
| Fact | Details |
|---|---|
| Main job | AEO and SEO performance, content, technical monitoring, and reporting |
| Product family | Conductor enterprise platform |
| Current positioning | Enterprise AEO platform with SEO, content, monitoring, and agent connectivity |
| Public plans | Essentials, Growth, and Enterprise |
| Public starting price | Not published; usage-based pricing is described |
| AEO coverage | AI answer-engine visibility and performance reporting; exact engine matrix requires confirmation |
| AI crawler evidence | Official AI Bot Crawling Analysis page documents log-file analysis of AI bots |
| Essentials limits shown | 1,000 pages analyzed, 500 tracked keywords, 5 tracked competitors, 100,000 monitored pages, 3 tracked websites, 60 Writing Assistant drafts/year |
| Writing Assistant allowance shown | 60 drafts/year on Essentials; 180 drafts/year on Growth; 600/year or custom on Enterprise |
| Integrations | ChatGPT, Claude, Copilot apps; MCP Server and Data API are described on the platform page |
| Trial signal | Current platform page advertises a free three-week trial; verify scope at signup |
| Current homepage signal | Conductor now leads with a unified enterprise AEO platform and advertises prompt libraries, API documentation, and an API playground; verify account-level access and limits |
| Current AI Search update signal | Official documentation lists Grok (Auto) as a trackable engine at 1 credit per AI response, and says AI Search Performance 2.0 is available across all accounts; verify availability and credit treatment in your workspace |
| Current crawler update signal | September 2 release notes add a Bot Visits widget for AI/search crawlers from Akamai, CloudFront, Cloudflare Logpush, or Fastly; September 1 notes add Anthropic and Meta tracking for Monitoring Enterprise |
| Last verified | September 9, 2026 |
AICiteKit editorial verdict
Conductor is a strong candidate for teams that need an enterprise operating layer for AEO and SEO, especially when AI-search reporting must sit beside technical monitoring, content work, and analytics. Its AI crawler log analysis is a meaningful differentiator from products that only sample generated answers. The current homepage also makes the integration surface more explicit by advertising prompt libraries, API documentation, and an API playground; these are useful evaluation signals, but they do not establish unrestricted API access or a particular export schema.
The tradeoff is procurement friction. Conductor publishes plan capabilities and usage principles, but not a simple dollar price or a complete public matrix for every engine, location, retention period, API entitlement, or log-volume allowance. A buyer should therefore evaluate the platform through a scoped proof of concept, not through the plan names alone.
Bottom line: choose Conductor when governance, technical evidence, and enterprise reporting matter more than self-serve simplicity. Compare it with Profound for answer-engine intelligence, PromptWatch for crawler and referral-oriented workflows, and Semrush AI Visibility Toolkit if your priority is a broader SEO suite with more familiar self-serve access.
What the practical workflow looks like
- Define the brands, sites, markets, competitors, and business questions to report.
- Establish an AEO panel covering branded, category, comparison, alternative, and risk prompts.
- Connect search, content, analytics, website monitoring, and—where available—server-log data.
- Separate answer visibility observations from crawler activity and human referral traffic.
- Inspect the pages, sources, technical issues, and content gaps associated with a finding.
- Assign actions to SEO, content, engineering, PR, or analytics owners.
- Re-run the same prompt and technical checks after the change.
- Report the scope, sample, dates, limitations, and business metrics separately.
A crawler hit is not a citation, and a citation is not a visit. Conductor’s breadth is useful only when reports keep those evidence types distinct.
Core capabilities
AEO and SEO performance reporting
Conductor positions its platform around visibility and authority across traditional search and AI answer engines. The public platform page describes topic research, competitive analysis, AEO/SEO reporting, and qualified-visitor measurement.
Use this layer to ask:
- Which topics and competitors matter in the selected market?
- Does the brand appear in the sampled answer set?
- Which sources and pages are associated with the answer?
- How does an AEO observation relate to conventional organic performance?
The answer set and scoring method still need to be documented. A platform score is not a universal market ranking.
AI crawler and log-file analysis
The public pricing page lists Log File Analysis (incl. AI Crawler). This can help technical teams inspect automated requests and understand how crawlers access resources. Conductor’s Log File Analysis FAQ documents supported sources as Cloudflare Worker, Cloudflare Logpush, Akamai DataStream, CloudFront Standard Logging, and Fastly Real-Time Log Streaming; it says generic data-aggregation platforms are not supported. The FAQ also identifies Googlebot, Bingbot, GPTBot, OAI-SearchBot, ChatGPT-User, PerplexityBot, and Perplexity-User as detectable user agents.
A September 2, 2026 release-note update adds a Bot Visits widget in the Pages report for Conductor Intelligence users. It breaks server-log activity down by bot type or operator and supports Akamai, CloudFront, Cloudflare Logpush, and Fastly integrations. A separate September 1 update says Log File Analysis for Monitoring Enterprise now tracks Anthropic and Meta crawlers alongside Google, Bing, OpenAI, and Perplexity. These are current availability signals, not proof that every plan, workspace, or historical dataset has the same access. Confirm the exact module entitlement, crawler identities, log requirements, retention, and whether the capability is included or an add-on for your plan.
A useful analysis distinguishes:
- AI crawler identity and request volume
- Requested URLs and response status
- Robots, headers, and access behavior
- Crawl activity by site section or template
- Automated access versus human AI referrals
Log evidence can reveal access patterns, but it does not prove that a crawler used a page in an answer or that a person saw it.
Security and privacy controls for server-log data
Server logs can contain IP addresses, user-agent strings, URLs, query parameters, timestamps, and response metadata. Buyers should treat a log-file integration as a data-governance decision, not only an SEO setup task. Conductor’s Security Center says customer data is retained according to predefined periods and securely deleted on request; its privacy policy also describes deletion requests and retention of some usage data for internal analysis and service improvement.
The public documentation does not establish every implementation detail a privacy or security team may need. Before sending logs, confirm:
- Whether query strings, IP addresses, or other personal data are ingested, transformed, filtered, or retained
- The exact retention period for raw and derived log data, backups, exports, and workspaces
- Whether edge/CDN logs are filtered before ingestion and how false-positive bot traffic is handled
- Encryption, subprocessor, region, access-control, audit-log, and deletion behavior for the chosen plan
- How to remove historical data and revoke an integration at the end of a proof of concept
Conductor’s Log File Analysis FAQ, checked August 29, 2026, says its two-level filtering uses search-engine IP addresses and that the supported sources are Cloudflare Worker, Cloudflare Logpush, Akamai DataStream, CloudFront Standard Logging, and Fastly Real-Time Log Streaming. It also says Conductor does not accept data from a generic aggregation platform. The FAQ lists Googlebot, Bingbot, GPTBot, OAI-SearchBot, ChatGPT-User, PerplexityBot, and Perplexity-User as detectable user agents. These controls should not be treated as a substitute for the buyer’s own minimization, redaction, and legal review. A useful implementation pattern is to export only the fields and URL scope required for the crawl-access question, redact unnecessary identifiers upstream, and document the approved retention window.
Content and optimization workflows
The public plan comparison includes AI content generation and a Writing Assistant allowance. Conductor also describes content creation and optimization as part of its platform.
Treat generated drafts as production inputs, not independent evidence. Editors still need to check facts, sources, brand claims, accessibility, and search intent. Content generation does not guarantee visibility or citations.
Website monitoring
The public pricing page lists website monitoring and monitored-page allowances. Monitoring can support change detection for product pages, legal text, brand standards, technical elements, and content freshness.
This is useful for AI accuracy work: if a price, integration, or product limit changes, the team can identify the affected page and then test whether AI answers remain accurate. Monitoring alone does not show how every answer engine describes the brand.
Agent and data connectivity
Conductor describes official apps for ChatGPT, Claude, and Copilot, plus an MCP Server and Data API for agent platforms, BI environments, and custom builds. Its current MCP documentation says the connector lets compatible AI assistants query Conductor data within organizational rules, without requiring users to write code. A separate current update page describes MCP as in beta and says API-token authentication is available; treat that as a rollout signal rather than proof that every account or connector has identical access.
Buyers should confirm authentication, rate limits, data fields, retention, permissions, and whether an integration exposes raw answers or only aggregated metrics. “Available” does not automatically mean unrestricted production access.
AI engine, region, and language coverage
Conductor’s public materials describe AEO across AI answer engines and name ChatGPT, Claude, and Copilot in its agent-app and workflow positioning. The public pages reviewed did not provide a stable plan-by-plan matrix for every monitored engine, country, language, prompt schedule, or historical retention rule.
Before purchase, confirm in writing:
- Which AI surfaces are monitored versus connected as workflow apps
- Whether answer capture is live, scheduled, sampled, or modeled
- Country, city, language, and personalization controls
- Prompt and answer retention
- Competitor and topic limits
- Whether Google AI features are reported separately
- API, MCP, export, and workspace permissions
- AI crawler identities and supported log formats
Do not interpret the existence of ChatGPT, Claude, or Copilot integrations as proof of equal monitoring coverage across those products.
Pricing and plan limits
The official pricing page checked September 9, 2026 describes usage-based pricing and shows public plan capabilities, but it does not publish dollar prices. Conductor’s current product-pricing FAQ separates Conductor Creator, Conductor Intelligence, and Conductor Monitoring, so buyers should confirm whether a quote covers one product or a combined package. A current Capterra pricing listing presents Conductor as one custom-quote plan, a useful reminder that third-party plan labels may not map cleanly to the vendor’s current packaging. Conductor’s platform page separately advertises a free three-week trial; that statement does not establish which modules, credits, sites, or data retention are included. The following limits are the visible plan highlights, not a quote:
| Plan | Publicly shown scope | Notable visible limits | Price |
|---|---|---|---|
| Essentials | Foundation of AEO + SEO with core capabilities and reporting | 1,000 pages analyzed; 500 tracked keywords; 5 tracked competitors; 100,000 pages monitored; 3 tracked websites; 60 Writing Assistant drafts/year | Not published |
| Growth | Scaling teams integrating and automating workflows | 2,500 AI Search Credits/year; 25,000 pages analyzed; 5,000 tracked keywords; 25 tracked competitors; 500,000 pages monitored 24/7; 5 tracked websites; 180 Writing Assistant drafts/year | Not published |
| Enterprise | Global, cross-functional organizations needing advanced reporting, governance, and scalability | 2,500+ AI Search Credits/year; 125,000+ pages analyzed; 60,000 tracked keywords; 75+ tracked competitors; websites of any size monitored 24/7; 10+ tracked websites; 600 drafts/year or custom | Quote-led |
The official AI Bot Crawling Analysis page documents log-file analysis for AI bots, while the pricing page provides the current public plan comparison. Confirm the exact module entitlement, crawler identities, log requirements, retention, and whether the capability is included or an add-on for your plan.
Ask Conductor to confirm:
- Monthly and annual minimums
- Included AEO prompts, answers, engines, and refresh frequency
- Log volume, retention, and implementation requirements
- Number of domains, sites, users, competitors, and markets
- API/MCP data access and overage pricing
- Trial duration and whether a credit card or sales qualification is required
- Whether the advertised three-week trial includes AEO credits, AI crawler analysis, monitoring, exports, and agent connectivity
- Which modules are included, available as add-ons, or enterprise-only
Strengths
- Brings AEO and traditional SEO into one enterprise reporting context
- Publicly acknowledges AI crawler log analysis rather than treating all AI work as answer monitoring
- Plan comparison exposes useful operational limits instead of only marketing labels
- Website monitoring can support brand-accuracy and freshness audits
- Agent apps, MCP, and Data API create integration paths for governed workflows
- Appropriate for cross-functional SEO, content, engineering, and analytics programs
- Usage-based positioning can scale with a mature program, if the quote is sensible
Tradeoffs and limitations
- Dollar pricing and many usage limits are not public
- Exact monitored-engine, country, language, and retention coverage needs confirmation
- A broad platform can create implementation and governance overhead
- Log-file analysis requires access to useful, correctly configured server data
- AI crawler activity is not human traffic and should not be reported as referral demand
- AEO scores depend on prompts, surfaces, timing, and calculation rules
- AI writing allowances are not the same as a complete content-operations system
- Public independent feedback is primarily about the broader Conductor platform, not every newer AEO module
- No reviewed source proves guaranteed rankings, citations, traffic, conversions, or revenue
User reviews and market feedback
Evidence snapshot
| Source | Public signal | What it supports | Confidence |
|---|---|---|---|
| Conductor platform | Official platform page positions Conductor as enterprise AEO + SEO with content, analytics, monitoring, agent connectivity, and advertises a free three-week trial | Product scope and vendor-described workflow; trial availability signal | High for existence; not independent |
| Conductor AI Bot Crawling Analysis | Official feature page describes GPTBot and Perplexity Bot log-file analysis, crawl volume, frequency, and errors | AI-crawler feature scope and technical workflow | High for existence; not independent |
| Conductor pricing | Public comparison lists Essentials, Growth, Enterprise, AI Search Credits, visible page/keyword/site limits, and usage-based pricing language; checked September 9, 2026 | Plan capabilities and commercial transparency limits | High |
| Conductor product-pricing FAQ | Current support documentation separates Creator, Intelligence, and Monitoring product lines; checked September 9, 2026 | Buyers should reconcile product scope before comparing a combined quote with the public plan comparison | High for product packaging; not a dollar price |
| Conductor Security Center and Log File Analysis FAQ | Security portal describes retention/deletion practices; FAQ documents two-level IP filtering, supported CDN/log sources, and detectable bot identities | Directional security and filtering controls; not a complete DPA or implementation review | Medium |
| G2 Conductor reviews | Live seller page showed 787 reviews when checked August 29, 2026; a prior check showed 788; sample covers the broader Conductor platform | Directional usability and customer-satisfaction signal | Medium for broader platform; low for newer AEO modules |
| Capterra Conductor reviews | Capterra’s live pricing/review context showed 118 reviews when checked August 31, 2026; the listing is dated June 3, 2026 and public feedback mixes current Conductor Searchlight with legacy ContentKing references | Broader workflow themes, with platform-scope and count/date contamination | Medium-low |
| Conductor homepage | Current homepage leads with a unified enterprise AEO platform and exposes prompt libraries, API documentation, and an API playground | Current vendor positioning and integration-discovery signal; not proof of plan access or outcome impact | High for stated positioning; not independent |
| SalesHive independent review | Independent review updated December 2025 describes enterprise SEO/AEO, content, monitoring, integrations, and public-review pros/cons; it is not sponsored or affiliated | Workflow and market-positioning context; older than the current August 2026 plan page | Medium-low |
| Conductor release notes: Bot Visits | September 2 update adds Bot Visits for Intelligence users; September 1 update adds Anthropic and Meta crawler tracking for Monitoring Enterprise | Current crawler-reporting scope and plan boundary; not proof of citation, answer inclusion, traffic, or universal entitlement | High for stated release scope; not independent |
| Conductor AI release notes | Current documentation lists Grok (Auto) at 1 credit per AI response, describes AI Search Performance 2.0 as available across accounts, and records new topic/prompt filters and monthly tracking | Current product-change signal; availability and entitlement still require workspace confirmation | Medium-high |
| Conductor MCP documentation | Documentation explains that compatible assistants can query Conductor data through an MCP server within organizational rules; the update log describes MCP as beta and API-token authentication | Integration workflow and rollout signal; not proof of unrestricted access or identical connector coverage | Medium-high |
| AICiteKit evidence boundary | No independent review sample was established for every current AEO and AI-crawler module | Feature-level evidence scarcity | High |
Recurring positive themes
Broader Conductor reviews and the product’s enterprise positioning support these cautious themes:
- Consolidating SEO data and workflows can reduce tool switching.
- Enterprise teams may value reporting, governance, and integrations more than a low entry price.
- Technical monitoring and content workflows can make findings more actionable than a standalone visibility score.
These themes describe product fit and workflow expectations. They do not prove that Conductor caused ranking, citation, traffic, or revenue improvements.
Recurring concerns and tradeoffs
The clearest buyer concerns are:
- Quote-led pricing makes side-by-side budgeting difficult.
- The breadth of the platform may require onboarding, implementation, and a dedicated owner.
- Broader Conductor feedback should not be applied automatically to newer AEO or AI-crawler capabilities.
- Public plan labels do not fully explain usage-based overages, module availability, or data retention.
- Teams can overstate AI crawler logs if they do not separate bots, answers, referrals, and conversions.
How much should buyers trust the evidence?
The strongest evidence is official and supports what Conductor says it offers. The current platform page also advertises a free three-week trial, but public materials do not define the trial’s module or usage scope. Independent review pages are useful for evaluating the established platform experience, but they are not feature-level validation for every AEO, agent, or AI-crawler module. Vendor-selected customer evidence should be labeled vendor-selected customer evidence and should not be treated as neutral proof.
AICiteKit interpretation
Conductor’s strongest case is not a single visibility score; it is the connection between answer-engine reporting, technical site evidence, content work, and enterprise governance. The most important unresolved questions are the quote, data scope, and implementation requirements.
What to verify during a trial or demo
- Export a sample report showing prompt, engine, date, answer, source, and scoring metadata.
- Ask for a real log-file example that distinguishes AI crawlers from human referrals.
- Confirm whether AI crawler analysis is included or merely available as an add-on.
- Test one non-US market and one non-English prompt if those markets matter.
- Reconcile one AEO observation with analytics and server logs without calling them the same metric.
- Obtain written limits for prompts, answers, domains, log volume, retention, API, and overages.
- Ask security and legal teams to approve the log schema, redaction, retention, region, subprocessors, and deletion workflow before connecting production logs.
- Verify that content and technical recommendations can be assigned to the team’s actual systems.
Review evidence sources
- Conductor homepage — current enterprise AEO positioning, prompt libraries, API documentation, and API playground; checked August 31, 2026.
- Conductor platform — official product scope and advertised three-week free trial; checked August 31, 2026.
- Conductor pricing — visible plans, limits, and usage-based pricing language; checked September 9, 2026.
- Conductor product-pricing FAQ — current separation of Creator, Intelligence, and Monitoring products; checked September 9, 2026.
- Capterra Conductor pricing — third-party listing presents one custom-quote plan; checked August 31, 2026. Its packaging is not silently merged with the vendor’s public plan comparison.
- G2 Conductor reviews — live seller page showed 787 reviews on August 29, 2026; the prior check showed 788, so the count is volatile. Broader platform evidence, not AEO-specific proof.
- Capterra Conductor reviews — listing dated June 3, 2026 and showed 118 reviews in its pricing/review context when checked August 31, 2026; broader platform evidence with legacy ContentKing references, not AEO-specific proof.
- Conductor Security Center — official security, privacy, retention, and deletion overview; checked August 27, 2026.
- Conductor Log File Analysis FAQ — official filtering note and log-analysis evidence boundary; checked August 27, 2026.
Competitor comparison
| Product | More suitable when | Important distinction |
|---|---|---|
| Profound | Enterprise answer-engine intelligence and prompt analytics are central | More specialized around AI-answer intelligence; compare crawler and technical coverage |
| PromptWatch | You need prompt, crawler, and referral-oriented workflow analysis | Usually a narrower measurement job than Conductor’s enterprise suite |
| Semrush AI Visibility Toolkit | You want AI visibility inside a broad SEO platform with public plan context | Compare its exact engine, prompt, page, and domain limits |
| Otterly.AI | You want accessible self-serve prompt and citation monitoring | Less enterprise technical monitoring and governance depth |
| Rankscale | Specialist multi-engine monitoring is the priority | Less centered on enterprise SEO and log-file operations |
Recommended workflows
Enterprise AEO baseline
Define a fixed prompt panel, document engines and markets, preserve answer evidence, and report visibility, citation, crawler activity, and referrals as separate rows.
AI crawler access audit
Join server logs with robots, status codes, headers, and page templates. Identify blocked or inefficient access, then retest after technical changes. Do not infer that access produced a citation.
Agency executive report
Show scope, sample size, answer examples, source domains, technical findings, actions, and limitations beside every score. Include a separate analytics section for observed AI referrals and conversions.
Brand accuracy program
Monitor price, product, integration, comparison, and risk prompts. Classify answers as accurate, incomplete, outdated, or unsupported, then route corrections to content, product, PR, or third-party source owners.
FAQ
Is Conductor an AI visibility tool?
Yes, its current platform positioning includes AEO and AI-search performance. It is broader than a standalone prompt tracker and also includes SEO, content, monitoring, analytics, and enterprise integrations.
Does Conductor track AI crawlers?
The official AI Bot Crawling Analysis page documents log-file analysis for AI bots. Confirm the exact crawler identities, log requirements, retention, and whether the capability is included or an add-on for your plan.
Does an AI crawler request prove a citation?
No. A crawler request shows automated access. It does not prove that a page was used in an answer, linked, seen by a person, or associated with a conversion.
How much does Conductor cost?
The public pricing page checked August 29, 2026 did not publish dollar prices. It describes usage-based pricing and shows Essentials, Growth, and Enterprise plan capabilities. Request a written quote with limits and overages.
Is Conductor suitable for agencies?
Potentially, especially for agencies with enterprise clients and a need for governed AEO, SEO, monitoring, and reporting. Confirm client workspaces, branding, user permissions, export rights, and minimum commercial commitments.
Does Conductor guarantee rankings or traffic?
No. The reviewed materials do not prove guaranteed rankings, citations, traffic, conversions, or revenue.
Sources and verification
- Conductor platform — official AEO, SEO, content, monitoring, analytics, and agent-connectivity positioning; checked August 29, 2026.
- Conductor AI Bot Crawling Analysis — official crawler-log workflow and named bot examples; checked August 29, 2026.
- Conductor pricing — official public plan comparison, visible limits, AI Search Credits, and usage-based pricing language; checked September 9, 2026.
- Conductor product-pricing FAQ — official separation of Creator, Intelligence, and Monitoring products; checked September 9, 2026.
- G2 Conductor reviews — broader platform rating and review sample; not treated as AEO-specific evidence.
- Capterra Conductor reviews — broader platform feedback with legacy-product references; not treated as AEO-specific evidence.
- SalesHive Conductor review — independently researched December 2025 overview and public-review synthesis; used as lower-confidence workflow context.
- Conductor Log File Analysis FAQ — supported log sources, detectable user agents, filtering, update cadence, and evidence boundary; checked August 29, 2026.
- Conductor release notes — September 2 Bot Visits widget and September 1 Anthropic/Meta crawler availability; checked September 6, 2026.
- Conductor AI release notes — Grok (Auto), AI Search Performance 2.0, tracking controls, and developer-experience updates; checked September 4, 2026.
- Conductor MCP documentation — MCP workflow and compatible assistant scope; checked September 4, 2026.
Evidence confidence
- Official platform scope: High
- Visible plan limits: High as displayed on August 31, 2026
- Dollar pricing and overages: Low until quote confirmation
- AI-engine, region, and language matrix: Low-medium until account-level verification
- AEO and AI-crawler user satisfaction: Low-medium because independent evidence is broader than the newest modules
- Security/privacy implementation details: Medium-low until plan-specific DPA, retention, region, subprocessor, and deletion terms are confirmed
- Claims about rankings, citations, traffic, or revenue impact: Unproven
Last reviewed: September 9, 2026
Conductor
Enterprise AEO, SEO, AI crawler analytics, and performance reporting