Independent Research · Unvarnished Reviews
AI visibility, tracking how a brand appears, ranks, and gets cited inside ChatGPT, Claude, Perplexity, Gemini, and Google's AI Overviews, is a new buying category in B2B marketing software, and it is being funded at speed. Profound announced a $180M Series D at a $1.8B valuation on September 15, 2026, led by Sequoia Capital and Kleiner Perkins, less than seven months after a $96M Series C at $1B. Both figures come from Profound's announcements. Investor appetite is not proof of share or growth, and neither company publishes revenue.
Profound and Conductor sit at different ends of the category, and buyers compare them anyway. Conductor is an enterprise SEO platform that has added AI-visibility tracking to an existing organic-search product. Profound was built as an AI-visibility specialist and now describes itself as an AI marketing platform. The comparison changed in mid-September 2026: Profound's pricing page now lists a free trial, an Enterprise tier priced through sales, and a self-serve Agency Growth plan, and no longer lists the $99 Starter and $399 Growth plans that earlier versions of this report used. Profound's page confirms what it lists now, and does not say what happened to existing Starter and Growth customers.
Repositioning check: Profound. Classification: AI-native, with a scope that has grown from tracking into marketing workflow. Product: The AI Marketer agent, Context Manager, and Ads Studio were described in the September 15 funding announcement as capabilities of the platform, which makes them a new capability on a monitoring base, not a relabel. Pricing: Agent runs consume credits and the page shows an estimated cost before each run, but no dollar prices are published. Proof: Named customers include Comcast, Walmart, Estée Lauder, Zoom, and Ramp per Profound, and its pages give different customer counts (over 1,000 enterprise brands in the funding announcement, 2,500+ customers on its Conductor comparison page). Verdict: Credible and young, with the breadth of the claims running ahead of published proof.
Repositioning check: Conductor. Classification: AI-enhanced product. Conductor's home page now leads with winning in AI search, built on its SEO data engine. Product: Conductor Intelligence tracks AI visibility, Conductor Monitoring covers site health including how AI bots crawl a site, and Ask Conductor is included with the platform at no separate charge. Pricing: No AI-visibility module price is published. Proof: Customer logos are shown without names on the page reviewed, and the results quoted (such as a 2x increase in AI search citations) are vendor-reported. Verdict: Credible and established, with the AI layer newer than the SEO base.
Both products measure how a brand appears in AI answers and connect that to marketing action. They differ in what they draw on: Profound centers on real user prompt data and AI-agent workflow, while Conductor centers on a decade of search data and an SEO and content system into which AI visibility was added.
Profound tracks a brand's visibility, citations, and sentiment across answer engines. Its Answer Engine Insights module covers ChatGPT, Perplexity, Claude, Gemini, Google AI Overviews, Copilot, Grok, and DeepSeek, and the free trial covers ChatGPT, Gemini, and Google AI Overviews only. Prompt Volumes estimates demand for prompts from what Profound describes as real user conversations, and its features page says insights come from the consumer experience and not from API outputs.
Agent Analytics reads server logs through integrations such as Cloudflare, AWS, and Vercel to show how AI crawlers visit a site, with no JavaScript required. The AI Marketer layer adds agents that turn findings into proposed content and projects, a Context Manager that stores brand context, and an Ads Studio for AI search advertising. Profound lists SOC 2 Type II, single sign-on (SSO) through SAML and OIDC, role-based access control, and daily backups.
Conductor is a platform with several modules. Conductor Intelligence tracks AI and search visibility and links it to traffic, conversions, and revenue. Conductor Creator generates content for search and AI answers, Conductor Monitoring watches site health around the clock, and AgentStack adds developer tools and turnkey agents. Its AI-visibility tracking covers ChatGPT, Gemini, Copilot, Claude, Perplexity, and Google AI Overviews, with the exact engine list varying by page.
Prompts are built from more than ten years of keyword data plus synthetic prompts that mimic buyer personas and search intent, and Conductor says it collects answers through APIs wherever possible and not by scraping. It integrates with Adobe Analytics, GA4, and GA 360, offers data APIs and an MCP server, and lists ISO 27001, ISO 42001, and SOC 2 Type 1 and Type 2, with SSO, multi-factor authentication, and role-based access control.
| Dimension | Profound | Conductor |
|---|---|---|
| Core idea | AI-visibility specialist that now adds agents for marketing work | Enterprise SEO and content platform with AI visibility added |
| Prompt data | Prompt Volumes from what Profound calls real user conversations (1.3B+ on its features page, 2B+ in its funding announcement) | Ten years of keyword data plus synthetic persona-based prompts |
| How answers are collected | Consumer-facing experience, per Profound, not API outputs | API-first wherever possible, per Conductor |
| Engines covered | Up to nine on Enterprise; three on the free trial | ChatGPT, Gemini, Copilot, Claude, Perplexity, and Google AI Overviews, varying by page |
| Technical site monitoring | AI crawler tracking from server logs; no technical SEO audit described on the pages reviewed | Site-health monitoring including AI bot crawl reports |
| Content and agents | AI Marketer, Agents, Context Manager, Ads Studio | Conductor Creator, AgentStack, Ask Conductor |
| Integrations | Cloudflare, AWS, Vercel, and others through server logs; custom agent builder | Adobe Analytics, GA4, GA 360, data APIs, MCP server |
| Admin and security | SOC 2 Type II, SSO (SAML and OIDC), role-based access, daily backups | ISO 27001, ISO 42001, SOC 2 Type 1 and 2, SSO, multi-factor authentication, role-based access |
| Free access | Free trial: 50 prompts run daily for 7 days, no SSO or support | Free AI Visibility Report; no product trial listed |
| Published pricing | None for brands; Agency Growth lists credits but no price | None at any tier |
The practical differences a buyer will feel: Profound starts fast with a free trial and centers on prompt demand and agent-driven content work, while Conductor ties AI visibility to a full SEO program with technical monitoring and a longer ramp. Profound's data comes from the consumer experience and Conductor's from API collection, so the two can show different answers for the same prompt, and a pilot should compare them against what you see manually. Price no longer separates the two as sharply as it did when Profound listed $99 and $399 plans, because both now sell Enterprise contracts through sales.
Reviewers consistently identify real user prompt data as Profound's core differentiator: The platform estimates prompt demand by intent, country, age, and income, and does not rely only on synthetic prompts from a keyword database. Reviewers describe this as surfacing behavioral signals that traditional SEO tools did not capture, and ease of use for the core function, turning answer-engine concepts into visibility tracking, is a consistently cited strength. The free trial lets a team start without a sales call, and Profound's Enterprise tier lists SOC 2, SSO, and a 24-hour support response through a dedicated specialist.
The asterisk: The trial is short, and the data-heavy interface that reviewers praise for depth is also the source of its main complaint, covered in the Downside.
The interface draws a recurring complaint distinct from the ease-of-use praise above: Multiple reviewers describe it as data-heavy and overwhelming for new users. Pricing is the larger change. The $99 Starter plan, which tracked ChatGPT only, and the $399 Growth plan, which added Perplexity and Google AI Overviews, are no longer on Profound's pricing page, so a small team's path to full coverage now runs through a sales conversation and an unpublished price. Third-party reviewers report typical Enterprise contracts of $1,500-$5,000 per month, and Profound does not confirm that range.
Conductor's competitive materials, which are self-interested but point at something real, note that Profound launched without an SEO data foundation: A citation-share drop shows up on the dashboard without necessarily explaining why. Profound's pages also give different figures for its customer count and prompt data volume, which a buyer should ask Profound to reconcile in writing.
Conductor's core strength is breadth: One platform spanning SEO, content workflow, site monitoring, and AI-visibility tracking, built on what the company describes as a decade of search data. Its certifications are the broadest of the two, with ISO 27001 and ISO 42001 plus SOC 2 Type 1 and Type 2 listed on its enterprise page. Profound's comparison page also credits Conductor with a Forrester Wave Leader rating and technical monitoring strength. Reviewers rate it 4.5 out of 5 on G2 across 827 reviews and 9.2 out of 10 on TrustRadius across 393, with particularly high marks for support and onboarding.
The asterisk: That breadth is the reason for the cost and the learning curve covered in the Downside.
Pricing is opaque: No published tiers, no self-serve option at any level, and every buyer goes through a custom sales quote. Vendr, which tracks software transactions, reports a median of $49,020 per year and a listed range of $41,364-$93,100, with annual contract values typically running $30,000-$150,000 and above, and it lists onboarding fees, keyword overage charges, mid-contract seat pricing, and annual price escalators as common extras. The final number depends on domains, keyword volume, seats, modules, and term, so it reflects negotiation as well as scope.
G2 reviewers report an average of about one month to implement and about 11 months to return on investment, which is a long gap between setup and measurable payoff. Sales practices are a recurring complaint distinct from product quality: The four Trustpilot reviews, all one star, describe unwanted calls to a personal cell phone, meeting invites sent without consent, and outreach that continued after repeated refusals. A sample of four is small and the profile is unclaimed, so treat it as a signal worth asking about, not a finding.
| Platform | G2 | TrustRadius | Trustpilot | Notes |
|---|---|---|---|---|
| Profound | 4.5 / 5 (1,127 reviews) | Not independently confirmed at time of publication | Not independently confirmed at time of publication | Review volume grew from about 335 to 1,127 since the last version of this report |
| Conductor | 4.5 / 5 (827 reviews) | 9.2 / 10 (393 reviews) | 2.6 / 5 (4 reviews, all one star, unclaimed profile) | Trustpilot sample is too small to be conclusive; complaints concern sales contact, not the product |
The two platforms are level on the G2 average, and the gap in Trustpilot coverage is a data limit, not a verdict: Conductor's four reviews align with the sales-contact complaints above, and Profound has no verifiable Trustpilot sample. Treat the column as a data point to watch as review volume grows.
Neither vendor publishes dollar prices for its main tier. Profound's tier structure was confirmed on its pricing page in October 2026; every dollar figure below is a third-party report or estimate and is labeled as such.
| Platform | Entry | Mid | Enterprise |
|---|---|---|---|
| Profound | Free trial: 50 prompts run daily for 7 days, ChatGPT, Gemini, and Google AI Overviews, limited credits | Agency Growth: Self-serve, 400 credits per month per client workspace; reported at $399 per month per client workspace, not listed on Profound's page | Custom through sales; reported at $1,500-$5,000 per month, unconfirmed. Retired plans: Starter $99 and Growth $399 per month, billed yearly |
| Conductor | No published tier | No published tier; mid-market teams with 2-5 domains reported at $40,000-$70,000 per year (Vendr) | Custom only; median $49,020 per year, listed range $41,364-$93,100, enterprise deals above $100,000 (Vendr, updated February 2026) |
This scenario models a 50-100 person marketing organization evaluating AI visibility as a new, standalone budget line, with Profound on a custom Enterprise contract and Conductor on a mid-market contract with two to five domains.
| Platform | Realistic Tier | Annual Cost | What's Included |
|---|---|---|---|
| Profound | Enterprise, custom | $18,000-$60,000 (reported estimate, unconfirmed) | Up to nine answer engines, tailored prompts, unlimited seats, SSO, support through a dedicated specialist; agent credits by package |
| Conductor | Mid-market custom | $40,000-$70,000 (Vendr); median $49,020 | SEO and AI-visibility intelligence, site monitoring, content tools, Ask Conductor at no separate charge |
The ranges overlap. Conductor's median of $49,020 falls inside Profound's reported Enterprise range, so at this scale the price gap that once separated the two has largely closed and the buying question becomes what each contract includes. A Profound contract at the low end of its range runs well below Conductor's mid-market band, and one at the high end runs above it. Neither number is confirmed by the vendor, and G2 reviewers report an average 14% discount from Conductor's list, so get both quotes in writing before comparing.
Agent credits can move the Profound bill. Agents consume credits by run complexity, and if you exceed your allotment your account either continues with overage billing or pauses, a choice your account team sets up. Ask for the overage rate in writing before signing.
Conductor's extras are named by Vendr: Onboarding fees, keyword overage charges, mid-contract seat pricing, and annual price escalators. Ask for each in the quote and for a cap on the escalator.
Neither Enterprise price is vendor-confirmed. Every figure above the Profound trial comes from third-party reporting or Vendr, not either company's disclosure, so confirm current numbers before budgeting.
Profound does not describe a technical SEO audit layer on the pages reviewed, so a team without one may need a separate tool or specialist to act on what the dashboard shows. Conductor's cost that does not appear on an invoice is time: Reviewers report about a month to implement and about 11 months to return on investment.
Both products sell measurement, so the first thing to verify is whether the measurements are right. Use these tests before signing.
To verify the data before signing:
To verify the commercial terms before signing:
Review sites, public pricing pages, and vendor documentation each show a different slice of how these platforms operate day to day, and synthesized together they show a structural gap between a specialist tool and a platform.
| Dimension | Profound | Conductor |
|---|---|---|
| Implementation | Setup is listed as instant; a team can start on the free trial without a sales call | About one month on average per reviewers, and about 11 months to return on investment |
| Learning curve | Interface described by reviewers as data-heavy and overwhelming for new users; core reporting straightforward | Reviewers describe a steep learning curve across a wide module set |
| Admin and staffing dependency | A single marketer can operate it at small scale; Enterprise adds unlimited seats and support through a dedicated specialist | Fits teams with a dedicated SEO and content group; user count is not a pricing limit per Conductor |
| Technical foundation | AI crawler tracking from server logs; no technical SEO audit described on the pages reviewed | Site-health monitoring including AI bot crawl reports underneath AI-visibility tracking |
| Integration and extensibility | Custom agent builder; log integrations with Cloudflare, AWS, and Vercel; API access on Enterprise | Data APIs, an MCP server, and an enrichment API, plus Adobe Analytics, GA4, and GA 360 |
The pattern is consistent, not contradictory: Conductor's complexity buys breadth across SEO, monitoring, and content in one system, and Profound's simplicity reflects a narrower scope that is now widening toward agents. A buyer trades one kind of complexity for another.
Both vendors target enterprise buyers and both state certifications on their pages. These are vendor statements, so request the audit reports under a nondisclosure agreement before relying on them.
| Control | Profound | Conductor | Takeaway |
|---|---|---|---|
| SOC 2 | Type II, covering security, availability, and confidentiality | Type 1 and Type 2 | Both hold an independent audit; ask for the current report period |
| ISO certifications | Not stated on the pages reviewed | ISO 27001 and ISO 42001 (AI management) | Conductor lists more certifications |
| HIPAA | Listed on Profound's comparison page | Not stated on the pages reviewed | Relevant only to regulated healthcare buyers |
| Single sign-on and access | SSO through SAML and OIDC; role-based access; SSO is not in the free trial | SSO, multi-factor authentication, and role-based access | Comparable; confirm which tier includes SSO |
| Data residency | Not stated on the pages reviewed | Not addressed on its enterprise page | Ask both if you have residency requirements |
| Backups and resilience | Daily backups with rolling recovery | Not stated on the pages reviewed | Ask Conductor for its recovery terms |
Every finding below is documented in at least one primary page or review source and recurs across them.
Profound
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Conductor
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Choose Profound if: AI-visibility and answer-engine tracking is a new, standalone need, not an extension of an enterprise SEO program; you want to test the product this week on the free trial; and you can accept an unpublished Enterprise price in the tens of thousands of dollars per year, not hundreds of dollars per month.
Choose Conductor if: You already have, or are building, an enterprise SEO program with a dedicated team; AI visibility is one signal you want unified with technical monitoring and content data; and a contract of $40,000 or more a year is a normal, budgeted category.
Does your organization have a funded SEO and content team and an enterprise SEO budget in place? If yes, evaluate Conductor's full quote against at least one comparable enterprise vendor, since Vendr's contract data spans a wide range. If no, run the Profound trial and a cheaper self-serve tracker first, then ask Profound for an Enterprise quote with the overage rate and renewal terms in writing, because the list prices that once made this an easy call are gone.
Profound is designed for speed and prompt-demand data, with an interface reviewers call data-heavy and no technical SEO layer to explain why a metric moved. Conductor is designed for breadth: SEO, monitoring, content workflow, and AI visibility in one system, with a long road from setup to return on investment. Neither is complexity-free. Each trades one kind of complexity for another.
Cost is a co-equal factor, and the central price finding changed. Profound removed its $99 and $399 self-serve plans, so both vendors now sell contracts through sales, and the reported ranges overlap: Profound at $18,000-$60,000 per year (unconfirmed) and Conductor at a median of $49,020. Choose by team, scope, and the quote you can get in writing, not by the old list price.
Free trials and test-drives. Profound offers a free trial that runs 50 prompts daily for seven days across ChatGPT, Gemini, and Google AI Overviews, with limited credits and no SSO or support, and sells Enterprise through a sales demo. Conductor is evaluated through a demo and a free AI Visibility Report, and lists no product trial. Use the Profound trial on your real prompts, and ask Conductor for a paid pilot, a written success test, and exit terms if the pilot misses it.