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Adobe LLM OptimizervsBluefishvsSemrush

A detailed, side-by-side comparison to help you choose the right AI-visibility tool — across positioning, pricing, onboarding, features and agency fit.

This comparison is maintained by Publive. We know that puts us on the page, so we’ve kept every row factual and sourced from each vendor’s public information (2026) — capabilities and pricing change often, so verify before you buy. The fastest way to judge Publive AXP isn’t our table; it’s to run your own domain through our free AI Audit Hub and see your AI-search results in minutes.

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Full comparison

Adobe LLM OptimizerAnalytics first
BluefishEnterprise only
SemrushSEO suite add-on
Edge delivery for AI bots

Edge delivery serves a parallel, AI-only view of your existing pages to AI crawlers at the CDN — humans and Google/Bing still get the normal site. It’s where Publive AXP Edge is built to win: readable content, a token-light payload, faster responses and AI-only content fixes, all standalone from day one. Most tools here do none of this; a couple offer a limited, bundled or gated version.

Content readability for AI
Partly — detects unreadable client-rendered content and can serve approved fixes to bots, but only on approved URLs and not sold standalone.
No — analytics only; nothing served to bots.
No — audits AI-bot readability and flags issues, but serves nothing to bots; you fix your live site yourself.
Token optimisation at the edge
No stated capability — the edge serves approved content changes, not token-optimised payloads.
No.
No.
Response time (TTFB) for AI bots
Runs at the CDN for approved URLs, but bot TTFB isn’t a stated or tracked metric.
No — no delivery layer.
No — no delivery layer.
AI-only content fixes
In part — can serve approved optimisations to AI bots on approved URLs, but gated to Adobe customers and not sold standalone.
No — Agentic Campaigns drafts content; recommendations only, nothing scoped to bot-served HTML.
No — recommends schema, content and technical fixes, but you apply them to your live site; nothing scoped to bot-served HTML.
Positioning & fit
Category
Analytics first
Enterprise only
SEO suite add-on
What it actually does
Semrush-backed insight engine inside Experience Cloud; edge delivery exists to push the engine’s approved recommendations.
Tracks and influences how a brand appears in AI answers across millions of responses — visibility, favourability, accuracy and risk — and drafts optimisation content through Agentic Campaigns.
AI-visibility tracking bolted onto the SEO suite — an AI Visibility Score, prompt and competitor research, brand sentiment, prompt tracking and an AI-bot site audit; Enterprise AIO adds a 289M-prompt database and benchmarking.
Best for
Enterprise on the Adobe stack
Fortune 500 in-house marketing orgs
Existing Semrush SEO teams and agencies; Enterprise AIO for large multi-brand enterprises
Delivery model
Sales-led enterprise application
Sales-led, enterprise-only — every path is a demo request, no self-serve
Two-track: self-serve AI Toolkit add-on, sales-led Enterprise AIO
Company status
GA since Oct 2025; Semrush-powered Brand Visibility expansion announced June 2026.
Founded 2024; $68M raised ($43M Series B, Apr 2026, co-led by Threshold and NEA); ~10% of the Fortune 500 engaged (Adidas, American Express, LVMH, Ulta).
NASDAQ-listed, 28M+ users; acquired by Adobe (~$1.9B, completed Apr 2026) — and the engine behind Adobe LLM Optimizer.
Onboarding & integration
Time to value
Weeks; business agreement first for non-Adobe customers
Slow — a ~3–6 week sales and onboarding cycle before results
Fast for existing users — web-based, no install; add a domain and prompts and reports populate
How it deploys
Needs crawler allowlisting and CDN log forwarding; edge itself is no-code once routing rules are set
Read-and-analyse layer over public AI answers; no site, CDN or edge changes
Read-only SaaS; queries public AI answers and crawls your site for AI-bot access — nothing touches your CDN
Content route
Recommendations deployed via CMS origin or edge
Agentic Campaigns drafts content; the publish-to-your-domain mechanism isn’t disclosed
The AI Toolkit doesn’t publish; ContentShake AI can publish drafts to WordPress
Standalone vs bundled
CDN- and CMS-agnostic but strongest inside Adobe Experience Cloud
Standalone agentic-marketing platform
Add-on to a paid Semrush plan, not sold fully standalone at the base tier
Feature comparison
Monitoring
ChatGPT, Google AI Mode and Overviews, Copilot, Perplexity (Gemini planned), Semrush prompt data
The major answer engines — ChatGPT, Google AI, Claude, Perplexity, Copilot and Amazon Rufus — with visibility, favourability and accuracy scoring; exact engine count not published
AI Toolkit tracks mainly ChatGPT and Google AI Mode/Overviews (25 prompts); Enterprise AIO broadens to ~9 engines (adds Perplexity, Copilot, Gemini, Claude, Grok, DeepSeek)
Auditing
Detects hidden CSR content, blocked bots, broken pages, missing structured data; URL Inspector shows per-page citation performance
Citation and source-impact analysis, share-of-voice, an Impact Score and Influence Rank, plus hallucination and accuracy monitoring; no technical site crawl
AI Search Site Audit for AI-bot crawlability plus the full Semrush technical Site Audit; Enterprise AIO adds source-level intelligence
Optimising
Recommends content, technical fixes and off-site plays (Wikipedia, Reddit, PR), ranked by projected traffic value
Daily impact-ranked recommendations and agent-generated content; it advises and drafts, but doesn’t deploy fixes to your properties
Recommend-only — guidance on sources to target and content to update; no execution
Content creation
Page-level elements only (FAQs, summaries, transcripts) grounded in existing pages; no content hub
Agentic Campaigns drafts targeted AI-optimisation content, though some reviews note it stops short of a full content hub
Net-new content via the separate ContentShake AI ($60/mo), which publishes to WordPress
Enterprise-ready
Adobe IMS auth, TLS and AES encryption, no PII stored, regional data residency
Google Workspace SSO and standard encryption; SOC 2 reportedly still in progress, with no published ISO 27001 or RBAC posture
SOC 2, ISO 27001, GDPR, HIPAA, PCI, FedRAMP and CSA STAR L1; SSO and 2FA. RBAC specifics not confirmed.
Pricing & commercials
Entry
Not public
Not public; no self-serve tier
~$238/mo to get AI + core (SEO plan from $139/mo + the $99/mo AI Visibility Toolkit — 1 domain, 25 prompts, extra prompts cost more); or the bundled "Semrush One" (SEO + AI search) from $199/mo
Mid tier
Third-party estimate ~$115K/yr
Not public
No distinct AI tier — scale via add-ons (+$60/mo per 50 prompts, +$99/mo per domain); SEO plans up to ~$549/mo
Enterprise
Custom, annual contract
Custom, enterprise-only; independent reviews estimate six-figure annual contracts
Enterprise AIO custom, sales-led
Content layer
Not sold separately
Agentic Campaigns, bundled into the enterprise contract; not priced separately
ContentShake AI (Content Toolkit) $60/mo, publishes to WordPress — a separate add-on
Hidden costs
Requires an Experience Cloud footprint to get full value
Annual prepaid; implementation, professional services and training reportedly add on top; usage overages set per order form
À-la-carte stack: the AI Toolkit sits on top of a core plan; extra prompts, domains and per-user seats ($99 each) all bill separately
Billing
Annual contract
Annual prepaid enterprise contract
Monthly or annual (~17% off core plans); the $99 AI add-on costs the same either way
Free trial
Trial only for existing AEM Cloud / Analytics customers
No trial; structured sales evaluation
7-day trial on core plans; none on the AI Visibility Toolkit add-on
For agencies

Agencies don’t pick a single tier — they build a portfolio of client workspaces. Publive AXP starts at a 3-workspace minimum (3 × Starter = $297/mo, $99 per client brand), then you add workspaces at will.

What the agency resells
Nothing. Access sits inside the client’s own Adobe contract
Nothing. No agency or multi-client product — it’s built for a single in-house team
White-label AI-visibility and SEO reporting and dashboards, per client domain
Pricing unit
Per enterprise contract
No agency pricing unit
Per seat and per add-on (core seats + white-label reports + $99/mo AI Toolkit per client domain)
Entry
Not public; third-party estimate ~$115K/yr
Not offered
No dedicated agency AI SKU — a core plan + $99/mo AI Toolkit per client domain + report add-ons
Scale
Same contract, no agency tier
Not offered
Scales linearly by domains, seats and prompts; Enterprise AIO custom for large portfolios
Minimum commitment
Annual contract
Annual prepaid enterprise contract
Monthly on self-serve; annual optional for the discount
Resale margin
None. Agency bills services only
None; no reseller or partner programme
No reseller margin programme; value is white-label branding, not wholesale resale
Onboard a new client
Weeks, gated behind the client’s Adobe agreement
~3–6 weeks — slow for multi-client work
Fast — add a domain and prompts in the web app; no code deploy
Multi-client management
Not supported
No multi-client console; the product assumes one enterprise marketing org
One account, many client domains, a unified portfolio dashboard and client portal ($99/mo per domain for the AI Toolkit)

The one-line takeaway

Adobe LLM Optimizer
Where it wins

Deepest enterprise-stack integration and Semrush data.

Where it loses

~$115K/yr, annual lock-in, gated trial, and value concentrated inside Adobe.

For agencies

Useful only where the client already owns Experience Cloud; no agency plan or multi-brand model.

Bluefish
Where it wins

Deep enterprise analytics — favourability, accuracy and risk scoring plus agentic optimisation — trusted by Fortune 500 brands like Adidas, Amex and LVMH, on $68M of funding.

Where it loses

Opaque, six-figure, enterprise-only: no self-serve or trial, a slow 3–6 week onboarding, SOC 2 still in progress, and it recommends rather than serves fixes at the edge.

For agencies

No agency play at all — no multi-client workspace, reseller programme or public pricing. It’s built and priced for one large in-house team.

Semrush
Where it wins

Unmatched data depth — AI-visibility tracking bolted onto the industry-standard SEO suite (43B+ keywords, a 289M-prompt database, ~9 engines at Enterprise), now backed by Adobe.

Where it loses

Measures and recommends only — no execution or edge delivery — and the self-serve add-on tracks a narrow engine set (mainly ChatGPT + Google AI Mode, 25 prompts) unless you pay up or go Enterprise.

For agencies

Mature white-label reporting, a client portal and multi-domain management — but costs stack at $99/mo per client domain with no reseller margin, so AI-visibility margins thin out at scale.

All comparisons
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