Enterprise AI Visibility Tools for SEO Teams and Enterprise LLM Visibility: Profound, BrightEdge, Conductor, Botify

Enterprise SEO teams that ask for LLM visibility tools usually already pay for a platform in the Profound, BrightEdge, Conductor, or Botify set. They have crawl budgets, content workflows, and a QBR template. What they often lack is a prompt-level citation log across the assistants those suites were not built to sit in all day.

The layer we add is Promptwatch. We do not tell a company to cancel BrightEdge because ChatGPT exists. We also do not pretend an enterprise SEO suite is a full LLM visibility program because the vendor added an AI module.

The job the incumbents already do

BrightEdge and Conductor are enterprise SEO operating systems: research, optimization workflows, reporting, and a lot of seats. The public price points we use are about $51K/yr for BrightEdge and about $49K/yr for Conductor. Those numbers are why the AI-visibility question shows up as "can we just turn on the module" rather than "can we buy a $95 tool."

Botify is a crawl and log-intelligence platform. We do not have a listed price for Botify, so we will not invent one. If you already run Botify, keep it. It tells you how the site is discovered and rendered. It does not, by itself, tell you whether Claude cited the comparison URL.

Profound is the name that sounds like the LLM-native answer in this list. The Starter we can quote is $99 annual and ChatGPT only. That is not enterprise LLM visibility. A fuller Profound contract can be the company standard. Starter is a pilot SKU that SEO teams then have to apologize for in the QBR.

What Promptwatch is for on those accounts

Prompt-level mention and citation, daily, from real UIs (ChatGPT, Gemini, Claude, Perplexity, Google AI Overviews and AI Mode, and others on paid plans). Citation analytics at page and domain level. Crawler logs for ChatGPTBot, ClaudeBot, PerplexityBot, GoogleOther, and the rest that hit the CDN you already pay for. Visitor analytics via script or GTM. City tracking when the enterprise is actually a multi-market retailer. ChatGPT Shopping and Ads Radar when the business unit is commerce. Content Agents with a review inbox when someone wants drafts in Webflow or Framer without publishing past legal.

Professional is $245/mo for a two-project pilot. Agency Kick-off is $199/mo with unlimited projects and 10 seats for a central SEO team that will not mash every brand into one chart. Essential is $95/mo if the "enterprise" request is one product line and 50 prompts. Explore is free, ChatGPT only, 10 prompts. Good for a demo in the steering committee. Not the program.

Custom Promptwatch quotes exist for SSO and white-label. We do not invent those numbers. If procurement needs them, ask Promptwatch, then bring us the workspace.

How we place each vendor in the stack

BrightEdge (~$51K/yr). Keep it for the enterprise SEO workflow you already trained the org on. Use Search Console generative reports plus Promptwatch for the prompt layer. If their AI module stores prompts you trust, we will read that export. We still want crawler logs that name GPTBot.

Conductor (~$49K/yr). Same pattern. Conductor is the content and SEO OS. Do not spend another $49K looking for a second Conductor.

Botify (no listed price here). Keep the crawl. Pair it with Promptwatch crawler logs: Botify explains site-wide fetch; Promptwatch ties a bot hit to a citation miss. We will not claim Botify "does GEO now" without a workspace that shows prompt-level citations.

Profound ($99 annual Starter, ChatGPT only). If Starter is what they bought, say so in the deck. Run Promptwatch on the same list for the engines leadership asked about. If Profound is a full deployment, we will not duplicate it for sport.

Google's AI features and optimization guide remain the rules for Overviews. Enterprise suites that contradict Search Central on llms.txt or fan-out doorway pages lose that argument.

How an SEO team should run the first 90 days

One business unit. Fifty prompts from sales and product, not 2,000 keywords from the suite.
Name the system of record. Promptwatch for assistant citations unless Profound (full, not Starter) is already that. BrightEdge or Conductor for classic SEO. Botify for crawl.
Ticket types. Crawl block, passage miss, no page, third-party miss. Fan-outs in Promptwatch often name the third-party URL. That is not a Botify problem.
Weekly triage with the people who can ship. Ten seats on Kick-off exist for this. A monthly PDF from the enterprise suite is how the list goes stale.
Do not autopublish. Review inbox only. Enterprise legal will not care that the agent was confident.

The page work is still the 2026 GEO loop: quotable first sentences, true tables, entity names, honest mentions. The suite does not get you out of that.

FAQ

We already spend $50K on BrightEdge. Why add $199?

Because $50K bought enterprise SEO, not a daily ChatGPT citation log with crawler errors on the URL that lost. If Kick-off feels small next to BrightEdge, that is the point.

Is Profound the "real" enterprise LLM tool?

It can be, on a contract that is not ChatGPT-only Starter. Quote the SKU you have, not the logo.

Should we RFP Botify out for GEO?

No. Keep crawl intelligence. Add visibility measurement.

Can we wait for the enterprise vendor to ship this?

You can. A 50-prompt pilot is cheaper than a year of "the module is on the roadmap."

What to do this week

Write down what you pay for: Profound (which SKU), BrightEdge, Conductor, Botify. Note the Botify price as unknown if it is not on your own contract sheet.
Pull 50 prompts for one unit.
Stand up Promptwatch on Kick-off ($199) or Professional ($245) for the pilot.
Keep the enterprise suite for the work it already does.
If you want us to run the triangulation and the weekly citation triage, email hello@1001seomedia.com with the current stack. We will not invent a Botify price or a BrightEdge AI-module feature we have not seen.