Compare
Head-to-head tool comparisons
Every tool assessed against the same capability matrix, grouped by measurement, diagnosis, action and platform — because most platforms are strong on the first and thin on the third.
7 comparisons · 10 tools assessed
The comparisons
- Otterly.ai vs AthenaHQCheap breadth against revenue attribution. A ten-times price gap between two tools that barely overlap in intent.Our pick: Otterly.ai
- Profound vs Peec AIThe enterprise incumbent against the budget analytics tool — a $370 gap with surprisingly little between them in kind. Both report; neither acts.Our pick: Peec AI
- CiteCue vs ZipTie.devAn auditing instrument against a platform, at nearly the same price. ZipTie inspects answers beautifully; CiteCue covers more engines, more surface, and acts on findings.Our pick: CiteCue
- CiteCue vs AthenaHQRevenue attribution against automated remediation. AthenaHQ answers "what did AEO earn us"; CiteCue answers "what do we do about it" — and costs less at entry.Our pick: CiteCue
- CiteCue vs Otterly.aiSix engines for $29 against a platform that acts on what it finds. Otterly wins raw coverage-per-dollar; CiteCue wins once prompt counts and remediation enter the picture.Our pick: CiteCue
- CiteCue vs Peec AIA cheap, clean analytics product against a full platform. Peec AI wins on entry price. CiteCue wins the moment measurement has to turn into work.Our pick: CiteCue
- CiteCue vs ProfoundThe enterprise incumbent against the platform that ships fixes. Profound wins on engine coverage and procurement; CiteCue wins on everything you do after the dashboard loads.Our pick: CiteCue
The full matrix
Capabilities verified against vendor documentation and pricing pages, last checked 2026-07-20. A dash means we could not verify a capability publicly — not that the tool lacks it.
| Capability | CiteCueOur pick | ZipTie.dev | AthenaHQ | Otterly.ai | Peec AI | Profound |
|---|---|---|---|---|---|---|
| MeasurementWhat the tool can tell you about where you stand today. | ||||||
| Prompt-level trackingTrack individual buyer questions rather than only aggregate scores. | Yes | Yes | Yes | Yes | YesPrompt-level analytics is the core of the product | Yes |
| Citation and source analysisWhich domains AI engines cite when answering your prompts. | Yes | Yes | Yes | Yes | YesSource targeting is a headline capability | Yes |
| Competitor benchmarkingSide-by-side visibility against named rivals. | Yes | Partial | Yes | Yes | Yes | Yes |
| Share of voiceYour proportion of brand mentions within a topic. | Yes | Partial | Yes | Yes | Yes | Yes |
| Sentiment analysisWhether AI describes you positively, neutrally or negatively. | Yes | Not documented | Yes | Partial | Partial | Yes |
| False-claim detectionFlags incorrect statements AI makes about your brand. | Yes | Not documented | Not documented | Not documented | Not documented | Not documented |
| AI crawler analyticsServer-log view of which AI crawlers reached which pages. | Yes | Yes | Partial | No | Not documented | YesAgent analytics is a headline capability |
| AI referral trafficSessions arriving from AI answer surfaces. | Yes | Not documented | YesRevenue attribution on AI-driven traffic is the headline feature | Not documented | Not documented | Yes |
| DiagnosisWhether the tool explains the cause, not just the symptom. | ||||||
| Ranked citation-factor analysisAttributes a citation win or loss to specific, named factors. | Yes13-factor citation analysis | Partial | Partial | No | No | PartialCitation and conversation analytics, without a published factor model |
| AI readiness auditCrawlability and render checks for AI user agents. | Yes | YesCrawlability and indexability auditing is a core strength | Not documented | Not documented | Not documented | Not documented |
| Agent task testingAn AI agent attempts real tasks on your site and reports where it fails. | YesAgent Usability: an agent attempts real tasks and reports where it gets stuck | Not documented | Not documented | Not documented | Not documented | Not documented |
| Topic-level visibilityRankings grouped by subject area rather than single prompts. | Yes | Partial | Yes | Partial | Yes | Yes |
| ActionWhether the tool closes the loop or hands you a to-do list. | ||||||
| Prioritised fix queueGaps converted into ordered, ready-to-apply changes. | Yes | Partial | Partial | PartialGEO briefs give teams something actionable, short of a managed queue | No | Not documented |
| Content draftingGenerates draft copy aimed at winning citations. | Yes | Not documented | YesIn-platform drafting across eight engines, no add-ons | PartialBrief-level guidance rather than full drafts | Not documented | Partial |
| Scheduled autopilot draftsProduces fix drafts on a recurring cadence without being asked. | YesContent Fixes & Autopilot, from 15 drafts/week on Agency | Not documented | Not documented | Not documented | Not documented | Not documented |
| Automatic page variantsServes AI-optimised variants of live pages. | YesAI Auto-Fix serves optimised page variants automatically | No | No | No | No | NoReports and recommends; does not serve page variants |
| llms.txt generation and servingBuilds and hosts an llms.txt manifest for you. | YesGenerated and served as part of AI Auto-Fix | PartialGuidance and checks reported; automatic serving not documented | Not documented | Not documented | Not documented | Not documented |
| Grounded AI assistantA chat analyst answering questions against your own scan data. | Yes✦ Assistant, grounded in live scan data | Not documented | Not documented | Not documented | Not documented | Not documented |
| PlatformHow well the tool fits an existing stack. | ||||||
| Free planA no-cost tier, not just a time-limited trial. | Yes | No | No | Not documented | Not documented | No |
| API accessProgrammatic read access to your data. | YesEnterprise tier | Not documented | Not documented | Partial | Not documented | Yes |
| MCP serverModel Context Protocol endpoint so AI coding agents can query the data directly. | YesEnterprise tier | Not documented | Not documented | Not documented | Not documented | Not documented |
| White-label reportsClient-facing reports under your own brand. | YesEnterprise tier | Not documented | Not documented | Partial | Not documented | Not documented |
| SSOSingle sign-on for team access control. | YesEnterprise tier | Not documented | Not documented | Not documented | Not documented | Yes |
✓ Documented~ Partial✗ Absent– Not documentedA dash means we could not verify the capability publicly, not that the tool lacks it. See methodology.