Adobe Brand Visibility (LLM Optimizer) is the stronger choice for AI traffic reporting, because it ties AI referral traffic and conversions to revenue inside Adobe Analytics. BrightEdge reports AI referral traffic only in part, but it covers AI agent visits and brings deep historical search data. DeepSmith is a strong alternative for teams that want to track AI answers and also write and publish the content that closes the gaps, on a published price with a self-serve trial.
If you have to report AI search traffic to leadership, the choice between these two comes down to where your numbers already live. Adobe Brand Visibility vs BrightEdge is a question of analytics stack as much as features: one ties AI visits to revenue in Adobe's analytics products, the other extends an enterprise SEO platform. DeepSmith sits beside both as a platform that tracks AI answers and produces the articles that improve them.
Adobe Brand Visibility vs BrightEdge: the short answer
- Choose DeepSmith if you want AI visibility tracking and article production on one self-serve plan, starting at $99 a month with a 7-day free trial, with Deep IQ keeping every article on brand and publishing to your CMS.
- Choose Adobe Brand Visibility if you run Adobe Analytics or Customer Journey Analytics and need AI referral traffic, conversions and revenue reported there, on a sales-led contract.
- Choose BrightEdge if you need AI agent visit reporting next to deep historical search data, an API and an MCP server, and SOC 2 and SSO on record, and you can buy through sales.
| Criterion | DeepSmith | Adobe Brand Visibility (LLM Optimizer) | BrightEdge |
|---|---|---|---|
| Entry price (monthly) | $99/mo (Pro) | Not public (contact sales) | Not published (custom proposal) |
| Annual price | $80/mo billed yearly | Not public | Not published |
| Free trial | Yes, 7 days | Partial, eligible Adobe customers only | No |
| Engines at entry tier | ChatGPT | Not published by tier | Not published by tier |
| AI referral traffic and conversions | - | Yes, in Adobe Analytics and Customer Journey Analytics | Partial |
| AI crawler and agent visits | - | Yes, from CDN logs | Yes, Enterprise customers |
| Query fan-out | - | Yes | Not listed |
| Shows which of your pages earn citations | Yes | Partial | Yes |
| Stores full answer text over time | Yes | Not listed | Partial |
| Writes full articles | Yes | Partial | Partial |
| Publishes directly to a CMS | Yes | Partial | Partial |
| API and MCP server | Yes | Not listed | Yes |
| SOC 2 | Yes | Not listed | Yes |
| G2 rating | 4.8/5 | 3.7/5 | 4.4/5 |
Pricing and features as of September 2026, from each vendor's site and public reviews.
Adobe Brand Visibility (LLM Optimizer)
Adobe LLM Optimizer launched in June 2025 and reached general availability in October 2025. Adobe folded it into Adobe Brand Visibility in June 2026, adding Semrush prompt and market data, and from 31 July 2026 only Brand Visibility is sold. Existing contracts carry over, so the two names refer to the same line of product. It is built for large enterprises, especially those already on Adobe Experience Manager or Adobe Analytics, that can involve IT in CDN log and edge setup.
The standout is the reporting link to revenue. Adobe says LLM referral traffic, conversions and revenue flow into Adobe Analytics and Customer Journey Analytics without custom tagging, and it adds query fan-out analysis, share of voice against up to five competitors and tracking in more than 25 languages. The limits are access and cadence. Pricing is not public, licenses are sold by prompts per year, and the only free access is a conditional trial for eligible Adobe customers. Brand Presence refreshes weekly by default, and daily refresh may cost extra.
On G2 the listing shows 3.7/5 from five reviews as of September 2026, four of them incentivized, so it says little about broad sentiment. Reviewers liked the interface and the Adobe Experience Manager integration, and one called CDN log forwarding an onboarding barrier.
BrightEdge
BrightEdge was founded in 2007 and sells an enterprise SEO platform that now includes AI search modules. AI Catalyst tracks mentions, citations and sentiment across ChatGPT, Perplexity, Google AI Overviews, Google AI Mode and Gemini. AI Hyper Cube adds demand-weighted research on AI conversations, AI Agent Insights reports AI crawler visits, and Agent Edge serves verified AI agents a lighter version of chosen pages. It suits large SEO, content and web teams, and the agencies that serve them, who want classic search and AI search in one contract.
The standout is breadth on both sides of search. BrightEdge says its Data Cube X holds more than four billion data points and ten years of history, and it offers a REST API and a read-only MCP server. The real limitation for this decision is traffic reporting. Its dashboards track AI agent visits per page, but no dedicated report for AI referral visits or conversions is described, and prices, plan limits and AI sampling methods are not published.
Review sentiment is broader than Adobe's. BrightEdge holds 4.4/5 on G2 from 882 reviews and 4.1/5 on Capterra from 45, checked September 2026. Reviewers praise the keyword and competitive data and the reporting, and they raise cost, a steep learning curve and slow navigation.
DeepSmith: the alternative that tracks and writes
Neither Adobe Brand Visibility nor BrightEdge writes full articles grounded in your brand context and publishes them. Adobe generates content for outside channels such as Wikipedia, Reddit and YouTube, and its briefs point to the pages you need. BrightEdge produces briefs and draft assistance, and its Publishing Agent pushes title, meta and heading changes after a person approves them. In both cases the finished article still has to come from somewhere else.
DeepSmith tracks and produces in one platform, working from the same data. It checks the questions you define across AI engines on a schedule and reports mention rate, citation rate, share of voice and sentiment, with a per-platform breakdown and a competitor leaderboard. Its Pages view shows which of your pages AI actually cites and the prompts driving them, and it keeps the full answer history for every tracked prompt, so a number in a leadership deck can be traced back to the answer behind it. DeepSmith doesn't report AI referral revenue or crawler logs, so for that layer you would keep your web analytics in place. What it adds is the step after measurement. Opportunity Agents turn the gaps into ideas with the evidence attached, and the Writer produces a finished article in your voice, with links, a cover image and publish-ready metadata.
The figure above is demo data, not a customer result. It shows the measurement side, where one tracked prompt carries its own mention rate, citation rate and position next to the answer an engine gave.
Production is the other half. Deep IQ stores your company, product, persona, brand voice and content types once, and every article is written against that context. Autowrite can schedule an article to write itself on its date, and Produced Content publishes to WordPress, Webflow, Strapi, Sanity or Contentful, or to your own webhooks. Multi-Workspace runs several brands or clients from one account, each isolated. A REST API and an MCP server give read access to the workspace data, so you can pull visibility numbers into your own reports.
Plans run $99 a month for Pro (20 articles, 50 tracked prompts, 5 seats, ChatGPT), $199 for Grow (40 articles, 100 prompts, 7 seats, ChatGPT and Perplexity) and $399 for Scale (90 articles, 200 prompts, 10 seats, adding Gemini). Annual billing brings those to $80, $160 and $299 a month. Enterprise is custom and covers all ten engines. There is a 7-day free trial and no long-term contract. DeepSmith is rated 4.8/5 on G2.
Adobe Brand Visibility vs BrightEdge AI traffic reporting
Adobe is ahead on AI traffic reporting, and the gap is clearest on revenue. Adobe says its Adobe Analytics and Customer Journey Analytics integrations report LLM referral traffic, conversions and revenue, and track the path from prompt to conversion. Release notes put the Adobe Analytics integration at general availability in April 2026, with a Google Analytics integration for paid customers added in May. For a team that already reports through Adobe, this keeps the AI numbers in the dashboards leadership uses.
BrightEdge is partial here. Its Agent Edge dashboard tracks AI agent visits per page and states that the traffic connects to AI visibility, leads and revenue, and GA4 and Adobe Analytics integrations exist. A dedicated report for AI referral visits and conversions is not described, so a team would likely build that view in its analytics tool. Where BrightEdge does well is agent visits. AI Agent Insights sorts visits from ChatGPT, Claude, Perplexity and Gemini agents into real-time answers, training crawls and indexing, and lists failed visits and the pages affected. Adobe reads AI crawler traffic from CDN logs too, so both cover this, with Adobe's setup depending on log forwarding and edge access.
What DeepSmith does: DeepSmith measures what AI says about your brand and which of your pages it cites. Mention rate, citation rate and share of voice carry trends and a per-platform breakdown, and the Pages view ties citations to specific URLs. For a leadership report on AI search visibility, that gives you the answer-side numbers with the full answer text behind them, and you can add traffic from your own analytics.
Engine coverage and tracking depth
Adobe is ahead on breadth, and BrightEdge is more specific about what it measures. Adobe says it can analyze up to ten LLM families, naming ChatGPT, Perplexity, Google AI Mode, Claude and Microsoft Copilot. Release notes add Grok and DeepSeek to paid Brand Presence, and other modules list Gemini and Google AI Overviews. No matrix shows which engines each license samples, so it is worth asking for one. Adobe also lists query fan-out and language and city-level tracking, which BrightEdge's records do not describe.
BrightEdge names five engines, and its measures are specific. It separates Mentions Presence from Citations Presence, rates each response Positive, Neutral or Negative with reasoning, and tests answers by persona. Its Hyper Cube shows every AI answer that cites a given URL. It does not describe how often answers are sampled or in which countries. Adobe's records leave the full answer text unlisted, while BrightEdge lets you read the response behind a sentiment rating and stores it in part.
What DeepSmith does: DeepSmith tracks ten engines at the Enterprise level, with ChatGPT on Pro, Perplexity added on Grow and Gemini added on Scale. Each tracked prompt keeps its answer history, so you can read what an engine said on a given date.
Data access and security
BrightEdge is ahead on documented access and compliance. It offers the Connect REST API and a read-only MCP server that works with clients including ChatGPT, Claude and Microsoft Copilot Studio. It lists SAML SSO and a SOC 2 report, and its trust page names ISO/IEC 27001:2022, 27701:2019 and 42001:2023, though the audit scope behind those statements was not inspected. Adobe lists native analytics integrations, CSV exports and a Google Analytics integration, but a public API, an MCP server, SSO and a product-specific SOC 2 report are not listed for this product. Adobe's security overview describes AWS US East hosting, TLS 1.2 or higher, AES-256 at rest, and no use of customer data for model training. A buyer in a regulated company should ask Adobe for the product's compliance scope in writing.
What DeepSmith does: DeepSmith is SOC 2, GDPR and ISO certified, and its documented REST API and MCP server give read access to visibility data, the Content Map, the content library and Deep IQ assets. Both are read-only, and reads spend no credits.
Pricing and trial terms
Neither vendor publishes a price, so this axis is a tie on transparency. Adobe licenses Brand Visibility by prompts per year in a sales order. The only free access is a conditional trial for eligible Adobe Experience Manager Cloud Service or Adobe Analytics customers, with 100 prompts, one domain and up to 50 URLs for activations after April 2026. BrightEdge routes buyers to a contact form and offers no trial. It is reported to include AI Catalyst in its SEO Platform subscriptions, but its pricing page does not confirm that, and whether Hyper Cube, Agent Insights and Agent Edge are included is not stated. A third-party estimate of a starting price exists, and it is not a BrightEdge quote.
For a buyer who has to compare cost, the practical step is the same for both: ask for a written quote that names the modules, prompts, engines, users and term.
What DeepSmith does: DeepSmith publishes its prices. Pro is $99 a month, Grow is $199 and Scale is $399, with a fixed monthly article allowance on each, and you can start with a 7-day trial and no contract. Each workspace is billed and limited on its own.
From insight to action
Adobe is ahead on acting inside the AI channel, and BrightEdge is ahead on the classic SEO workflow. Adobe deploys optimizations to AI agents at the CDN edge or in Adobe Experience Manager, with instant rollback, and fixes technical issues such as blocked crawlers and missing structured data. It produces prioritized briefs, and a G2 reviewer said they wanted a writing assistant. BrightEdge produces briefs from citation gaps, offers Content Advisor and Copilot, and its Site Agents handle internal links and schema, with a person confirming each CMS change. Neither describes writing a full article or grounding output in stored brand context.
What DeepSmith does: DeepSmith closes the loop in one place. Gaps found in tracking become ideas through Opportunity Agents, and the Writer turns a planned idea into a finished, brand-grounded article that is internally and externally linked. Autowrite can run that on a schedule, and Apps Library turns the article into versions for LinkedIn, X, newsletters and more.
Which should you choose
The BrightEdge vs Adobe Brand Visibility decision depends on the reader, so each option below names the situation it fits.
- DeepSmith fits a content or marketing lead who wants to see where the brand appears in AI answers and also produce the articles that improve it, without a sales process. It suits teams that want to start on a self-serve plan, run several brands from one account, and pull data into their own tools through the API or MCP server.
- Adobe Brand Visibility fits an enterprise already on Adobe Experience Manager or Adobe Analytics that needs AI referral traffic and revenue in those dashboards, and has IT able to handle CDN log forwarding. Between the two, it is the better match for reporting AI traffic to leadership.
- BrightEdge fits an enterprise SEO team that wants AI agent visit reporting next to deep historical search data, with an API, an MCP server, SSO and SOC 2 on record. Between the two, it suits a team that treats AI search as an extension of its existing SEO program.
If you want to see tracking and article production working on your own site, you can start a DeepSmith free trial at app.deepsmith.ai/auth/sign-up.
