The ranked list at a glance
| Agency | Best for | Conversion work | AI search work | Price (8 Oct 2026) |
|---|---|---|---|---|
| 1. LoudFace | AEO and CRO on one retainer | CRO program, Growth Autopilot | GEO, AEO, SEO | From $5k/mo |
| 2. Omniscient Digital | Organic growth with CRO built in | CRO service inside the organic program | SEO, AEO | Full-service from $10,000/mo |
| 3. Lean Labs | B2B SaaS on HubSpot | Monthly optimization sprints | AEO programs | Off-site AEO from $5k/mo; on-site launchpad from $12k |
| 4. Single Grain | Multi-channel teams | CRO, landing pages, demo flows | AEO, GEO, SEO | Not published |
| 5. NoGood | One agency across channels | CRO, plus analytics and attribution | AEO, SEO | Average retainer above $20,000/mo |
| 6. Omnius | SaaS, fintech and AI companies | Website development and CRO | GEO, AEO, SEO | Not published |
| 7. Directive Consulting | AI search plus landing pages | Landing page agency | AEO, GEO, LLM agency | Not published |
| 8. First Page Sage | SEO and GEO with funnel work | Conversion inside strategy | SEO, GEO | Not published |
| 9. SaaS Hero | SaaS teams that run paid ads | Landing pages and CRO | Programmatic SEO for AI search | Programmatic SEO from $5,000/mo |
Prices come from each agency's own site. "Not published" means no price appeared on the pages we read on 8 October 2026. Omniscient's $10,000 a month applies to full-service organic growth engagements that include CRO and does not cover standalone CRO. NoGood publishes an average retainer and no starting price. Lean Labs prints its on-site launchpad price without a monthly label, and its homepage FAQ quotes different prices from those on its pricing page. SaaS Hero's $5,000 a month is its programmatic SEO add-on price.
Why doesn't AI search traffic convert?
The answer depends on your site, and most teams cannot tell, because the problem sits in five places: volume, evidence, landing pages, measurement and test design.
Volume is small. Conductor's 2026 benchmarks, drawn from traffic across 1,215 of its enterprise customer domains in 10 industries, put AI referrals at 1.08% of all website traffic, averaged over US data from May to September 2025, and ChatGPT supplies about 87.4% of them. Its IT industry breakdown puts the software and services sub-industry at 3.37%. At that size, any conversion rate rests on a small number of sessions.
The studies disagree. Six published studies split into two camps:
| Study | Sample | What it found |
|---|---|---|
| Ahrefs | Its own site, 30 days, 2025 | AI search was 0.5% of traffic and 12.1% of signups, 23 times the organic rate |
| Seer Interactive | One client, October 2024 to April 2025 | ChatGPT converted at 15.9% against 1.76% for Google organic |
| Semrush | Over 500 topics, 2025, no sample size published | AI search visitors worth 4.4 times organic visitors |
| Microsoft Clarity | 1,277 domains, one month; its traffic analysis covered over 1,200 publisher and news sites | Sign-ups at 1.66% from LLMs against 0.15% from search |
| Amsive | 54 sites, six months of GA4 data | LLM 4.87% against organic 4.60%, a gap too small to be significant (p = 0.794) |
| SALT.agency | 671,694 LLM referrals, first quarter of 2025 | SaaS at 6.69% for LLM traffic against 6.71% for organic |
The big multiples come from one site (Ahrefs), one client (Seer), a vendor study with no published sample (Semrush), and a Clarity study whose traffic analysis covered publisher and news sites and which says nothing about B2B software. Amsive's B2B sites leaned toward LLM traffic: in the full 54-site dataset, its B2B sites converted at 2.17% from LLMs against 1.16% from organic. Among the 33 sites with enough traffic to test, its B2B sites showed 2.03% against 1.68% (p = 0.705), still too small a gap to be significant. Treat no multiple as a promise. If an agency quotes you one of these multiples in a pitch, ask for the sample size and the date. The question that matters is what AI-referred sessions do on your site.
Visitors land on the wrong page. Search Engine Journal reported in August 2026 that about 65% of ChatGPT-cited URLs sit two or three folders deep, while roughly 58.8% of ChatGPT referral traffic lands on homepages (Similarweb) and 28.8% on internal search results pages (Previsible). Similarweb's own analysis says homepage share rose to around 60% from roughly 26 to 32% after ChatGPT changed how it shows brand links on 7 May 2026. So the page an engine cites is often not the page the visitor sees. Our guide to AI visitors and what converts them covers the fixes.
Measurement splits the channel. GA4 now has a default AI Assistant channel for visits from sources like ChatGPT, Gemini, Deepseek, Copilot or Grok, assigned when the referrer matches Google's list of AI assistants. Google's page says that channel excludes AI Overviews and AI Mode, and counts those clicks under Organic Search. Google's page says the default channel group cannot be edited, but the primary channel group, which serves as the property's editable default, can be, and a custom channel group is another route to a different split. Seer's 2025 case study suggested one, with a source pattern that also catches Perplexity and Claude, and found AI sessions at 0.07% of Google organic volume, small enough to vanish inside a blended report.
CRO needs traffic you may not have. In Seer's low-traffic arithmetic from March 2022, a page with 1,000 visits a day and a 2% conversion rate needs 103 days, or 103,000 visitors, for a reliable result when the smallest lift the test can detect is 10%. Its advice for smaller sites: test bolder changes, run two versions, and use a higher-funnel conversion event. A CRO partner for a B2B SaaS site should say how it works below that line.
What should an AI visitor see when they land?
A visitor who clicks from an AI answer has usually compared options already. Search Engine Journal's advice is to move that visitor to the next step instead of repeating the pitch, and to match the page's message to the intent behind the cited query. It also says to make your own site search useful, and to start with a manual audit: run your ten most important queries through your site's search and see what comes back.
Seer's data shows there is no single converting page. In its client data, ChatGPT conversions happened on page types from solution pages to contact forms, and Gemini conversions on practical tools and calculator pages. So the job is to find where your own AI visitors land and convert, then fix the gap between the page the engine cited and the page the visitor saw. The agency you hire should be able to show you that map for your site.
How we picked
Each agency below names an AI search offer (AEO, GEO, LLM optimization or programmatic SEO for AI search) and conversion work (a CRO service, landing pages, testing, or funnel work inside its strategy) on its own site. We read each site on 8 October 2026 and took prices from the agency's own pages. Put four questions to every agency on your shortlist:
- Does the agency measure AI referrals as their own channel?
- Does it tie conversion to pipeline instead of clicks?
- Does it publish results with a date and a scope?
- Does it publish a price?
Four of the nine publish a starting price, and NoGood publishes an average retainer. For a wider view of agencies that name pipeline from AI search, see our audit of AI search agency pages.
1. LoudFace
LoudFace is an AI-native organic growth agency, and the pick for a B2B SaaS team that wants citations in AI answers and conversion work from one team. Its Growth Autopilot service runs SEO, AEO and CRO as one integrated system, with results measured in leads instead of traffic and one scoreboard tied to pipeline. The page links the layers directly: the citations feed the pipeline, and CRO turns the qualified traffic SEO and AEO earn into booked demos and pipeline.
The CRO service opens with a conversion audit that maps where visitors land and where they drop off. A 90-day roadmap follows, with three to five measurable goals tied to pipeline outcomes, then continuous testing and a weekly showcase. The program tracks conversion rate by page and traffic source. Its FAQ says most B2B sites with 5,000 or more monthly visitors have enough data for meaningful tests. Below that, the work centers on conversion-oriented design and copy. Client results on the CRO page include Outbound Specialist, with over $1M in sales from one landing page LoudFace designed, and Delshad Legal, with 2.5x case enquiries a week since August.
LoudFace kicks off within 48 hours of signature and ships work in week one, with progress visible within five days. Pricing is published: engagements start from $5k/mo, and every engagement runs through a retainer. Its FAQ says LoudFace also takes fixed-scope projects with a defined deliverable, price and timeline. The pricing page says a fixed scope is delivered inside a retainer with a 3-month minimum, and that performance deals tying part of the fee to results are available case by case.
Best for: B2B SaaS teams that want AEO and CRO on one retainer, measured in leads.
Not the best fit: Teams outside B2B SaaS, fintech and funded companies from Series A to C, the companies LoudFace's pricing page says it is built for.
2. Omniscient Digital
Omniscient Digital has the clearest published position on AI-referred visitors. Its CRO service page says it builds CRO programs integrated with SEO, content and AI search, and optimizes the pages that matter most to organic and AI-driven traffic: the homepage, pricing page, product pages and high-intent landing pages. Its roundup of CRO agencies, published in July 2026, adds that its analytics practice tracks LLM-referred visitors separately because they convert at different rates. The services menu lists SEO strategy, answer engine optimization and conversion rate optimization for B2B brands.
Proof on Omniscient's own pages includes Jasper, with over $4M in ARR and blog-attributed signups up 400X, and Shipyard, with trial account creations up 771%. Both figures are self-published. Full-service engagements start at $10,000 a month, and full-service SEO engagements start at $120,000 a year.
Best for: Teams with a $10,000 monthly budget that want CRO inside an organic program.
Not the best fit: Teams with a budget under $10,000 a month, the starting price of a full-service engagement.
3. Lean Labs
Lean Labs fits a B2B SaaS company already on HubSpot. Its pricing page lists four AEO programs: an On-site AEO Launchpad starting at $12k, Off-site AEO Authority starting at $5k/mo, an On and off-site AEO program starting at $7k/mo, and a custom AI Website plus AEO program. Running several campaigns at once, such as for two key solutions, starts at $12k/mo. Lead-gen websites start at $15k. Those figures come from the pricing page, and the homepage FAQ quotes different ones: AEO modules at $1,000 to $3,000/mo each or a one-time $9,000 AI GTM setup, websites from a $5,000 HubSpot makeover to $15,000 to $25,000 for a full lead gen build, and Loop Marketing programs and Growth-Driven Design at around $5,000/mo. Its CRO FAQ describes a growth-driven design model, with monthly optimization sprints covering A/B testing, UX audits, landing page redesigns and content personalization.
Lean Labs cites Integrate, with a 217% higher conversion rate, and Atlantech Online, with 355% more sales-qualified leads. Neither figure comes with a timeframe or baseline. The pricing page lists no CRO program or price; its only CRO reference is a knowledge-hub link to FAQ articles on conversion and CRO. The same page offers an AEO Performance Guarantee and a commission-based AEO program.
Best for: B2B SaaS teams on HubSpot that want a published AEO price and monthly CRO sprints.
Not the best fit: Teams on other CMS and CRM stacks.
4. Single Grain
Single Grain suits a team that wants one multi-channel shop. Its homepage lists AEO and GEO, SEO, paid media, CRO and conversion work on landing pages, forms and demo booking flows, plus AI implementation. Its CRO page lists A/B and multivariate testing, plus heatmaps, user recordings and AI-driven qualitative analysis, and carries testimonials from Amazon Alexa, Nextiva and Lever.
Single Grain publishes no prices. Its contact form asks for a monthly budget in tiers from under $3,000 to $100,000+. The homepage claims SmartRent produced 10 monthly sales-qualified leads from LLMs, valued at $126,000, with no period or method stated.
Best for: Teams that want AI search, paid and CRO under one roof.
Not the best fit: Buyers who need a published price before a first call.
5. NoGood
NoGood covers AEO, SEO and CRO in one agency. Its navigation lists CRO and Marketing Analytics as separate services, and its FAQ describes the two together: measurement architecture, attribution modeling, conversion optimization and growth engineering. It lists SaaS, B2B, fintech and AI among the sectors it serves. NoGood works on monthly retainers, states an average retainer above $20,000 a month, and offers no standardized packages. Its homepage proof cards carry percentages without a defined metric.
Best for: Teams that want AEO, SEO, CRO and analytics from one agency across channels.
Not the best fit: Buyers who want a fixed package or a published starting price before a call.
6. Omnius
Omnius calls itself a B2B SEO and AI search marketing agency based in Europe, and its homepage lists offices in London, Dubai and Belgrade. Its focus is narrow: the homepage says it specializes in SaaS and fintech, a closing section above the footer says it partners exclusively with SaaS, fintech and AI companies, and its Industry menu lists SaaS, Fintech and "AI & LLM". On the AI search side, its GEO service lists AI search data tracking and analysis. Conversion sits in a Development and CRO menu item and inside its SEO service as website development and CRO.
The proof is clearest for one client. An AuthoredUp case card on the homepage claims a 64% higher conversion rate, and a testimonial on the same page credits Omnius with 64% higher conversion on a new website and 110% organic growth in 6 months. The homepage shows no prices.
Best for: SaaS, fintech and AI teams that want a GEO specialist with a sector focus.
Not the best fit: Companies outside SaaS, fintech and AI.
7. Directive Consulting
Directive Consulting sells AI search under three names: an AEO agency, a GEO agency and an LLM agency that its services page says ties AI visibility to revenue. The conversion side runs through a Landing Page Agency, which offers message-matched landing pages designed, built and tested for performance, and a Performance Creative agency covering landing pages, ad creative and UX. There is no standalone CRO service. A SaaS Marketing Agency offering sits on the same page, which shows no prices and no client results. Directive's pricing URL leads to a $399 self-serve course, and that page sends buyers who want managed services to a consultant.
Best for: SaaS teams that want AI search work together with landing pages and ad creative.
Not the best fit: Teams that want a standalone testing program.
8. First Page Sage
First Page Sage sells SEO and GEO and treats conversion as part of the strategy. Its homepage says a team of writers, researchers and conversion optimizers executes the plan, from setting up an efficient conversion funnel to tracking and attribution. Its Industries menu links a B2B SaaS SEO and GEO page, its Services menu links a B2B SaaS lead generation page, and its Research Center menu links conversion reports, among them one titled SEO Conversion Rate by Page Type. It does not sell CRO as its own line, and its homepage shows no prices and no client metrics.
Best for: B2B SaaS teams that want SEO and GEO with funnel work included in the strategy.
Not the best fit: Teams that are buying a dedicated testing program.
9. SaaS Hero
SaaS Hero is a paid-first SaaS agency with an AI search add-on. Its core offer is paid search and social, with a landing page design and CRO service built on rapid tests and heatmaps. Its AEO page sells programmatic SEO built for AI search and says it monitors citation visibility across ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews.
Pricing is published. Programmatic SEO costs $5,000 a month as an add-on or $6,000 a month on its own, with a 150-article minimum. The Growth Team fee is set by monthly ad spend: $4,500 a month for up to $10k of spend, on a 3-month term, with a conversion rate optimization program included. The pricing page cites TripMaster adding $504,758 in net new ARR in one year, a result from its paid work.
Best for: SaaS teams already running paid search and social that want landing page CRO and AI search content from the same agency.
Not the best fit: Teams that want a handful of hand-built pages, since its AI search offer is programmatic.
Agencies that sell only half of it
Three agencies we read sell one side. Rock The Rankings and TripleDart sell AI search work and name no CRO service on the pages we read. Spiralyze sells CRO and landing pages, with no AI search offer on its homepage. For CRO-only specialists, see our ranked list of CRO agencies for B2B SaaS.
Which questions should you ask before you hire?
Ask these seven questions, and compare the answers with the strong version. Our guide to questions to ask an AI search agency goes wider, and AEO agency pricing for B2B SaaS covers the budget side.
| Question | A strong answer | A red flag |
|---|---|---|
| Do you report AI referrals as their own channel? | The AI Assistant channel in GA4 or a custom group, with AI Overviews and AI Mode clicks flagged as sitting in Organic Search | AI traffic blended into direct, referral or organic |
| Which page do ChatGPT and Perplexity visitors land on? | A list of landing pages, by cited query, with an owner for each | Everyone lands on the homepage |
| How do you test below 5,000 monthly visitors? | Bolder changes, two versions, a higher-funnel event | A standard A/B test with a promise of significance |
| Which conversion event do you count? | Demo booked or trial started, defined in writing | Form fills or page views |
| Can you show a result with dates and a baseline? | A named client, a period, a baseline and the event counted | A percentage with no scope |
| What does month one deliver? | Named fixes and shipped work in week one | Audits and measurement only |
| What does it cost, and for how long? | A price or a band, plus the minimum term | "Custom" with no range |
Start from the gap you can see in your own data. Pull your AI Assistant sessions from GA4, list the pages they land on, and check the conversion event on each. If AI visitors reach pages built to convert and still leave, you need a CRO partner. If they land on your homepage or on a page that answers a different question, the gap sits between the cited page and the landing page, and you need one team that owns both sides of it.

