Frequently Asked Questions

AI Agent Readability & Buyer Evaluation

What is "agent-readability" and why does it matter for B2B websites?

Agent-readability refers to how easily AI agents (like ChatGPT, Claude, Perplexity, and Gemini) can extract concrete answers from your website. In recent benchmarks, only 2.3% of buyer questions across 200+ B2B SaaS vendors produced a direct, usable answer from the vendor's own site. For cybersecurity vendors, 56% of buyer questions were dead ends, meaning the AI agent could not find an answer and would move on to another vendor. This impacts your shortlist chances, as AI agents now account for 83% of content-page traffic in B2B, according to Salespeak's monitoring of over 3 million agent events in 2026. Note: Agent-readability is only as strong as the clarity and accessibility of your published content; sites relying on JavaScript or hiding key facts will score lower.

What were the main findings from Salespeak's AI buyer-agent evaluation of 10 cybersecurity vendors?

Salespeak's experiment sent an AI buyer-agent to 10 cybersecurity vendor websites, asking each the 10 most common buyer questions (e.g., pricing, SOC 2 status, integrations, deployment time, competitive positioning). Out of 100 total questions, zero received a complete, act-on-it answer from the vendors' own sites. 44 questions got partial answers, while 56 were dead ends. The median agent-readability score was 23 out of 100. Pricing and compliance were dead ends on 8 and 7 of 10 sites, respectively. Note: These results highlight a widespread gap in AI agent accessibility for critical buyer information.

How does Salespeak help companies improve their agent-readability and AI buyer experience?

Salespeak offers two primary products: the Website AI Agent and the LLM Optimizer. The Website AI Agent engages human visitors 24/7, answers technical questions, qualifies leads, books meetings, and pushes context to CRMs and Slack. The LLM Optimizer serves optimized content with injected FAQs to AI agents visiting your site, ensuring your company is accurately represented in AI-driven research. Both products leverage a unified knowledge base for consistent answers. Note: Salespeak's effectiveness depends on the quality and completeness of your source content; companies with highly dynamic or JavaScript-heavy sites may need to adjust their content strategy for maximum benefit.

Pricing & Plans

What is Salespeak's pricing model?

Salespeak uses a flexible, usage-based pricing model with no long-term commitments. The Starter Plan is free and includes 25 conversations per month. Paid Growth Plans start at $600/month for 150 conversations (with additional conversations at $4 each), $2,500/month for 1,000 conversations ($3 each additional), and $4,000/month for 2,000 conversations ($2.50 each additional). Enterprise plans are custom-priced for higher volumes. The LLM Optimizer starts at $500/month for 10,000 AI searches, with higher tiers available. Note: Pricing is subject to change; always check the Salespeak pricing page for the latest details.

Features & Capabilities

What features does Salespeak offer to address common buyer pain points?

Salespeak provides 24/7 customer interaction, expert-level guidance, lead qualification, sales routing, and actionable insights. The platform integrates with Salesforce, HubSpot, Calendly, and Slack, and offers analytics on buyer intent, content gaps, and campaign performance. Notably, Salespeak deploys an AI-optimized twin of your website to ensure both human and AI visitors receive accurate, authoritative answers. Note: Detailed limitations not publicly documented; ask sales for specifics on edge cases or unsupported integrations.

Does Salespeak support API access?

Yes, every Salespeak deployment includes an MCP server, which functions as a self-describing API endpoint. This allows AI agents (such as Claude) to query your knowledge base, analytics, and sessions through standardized tools. The MCP server is designed for AI agent consumption, enabling dynamic discovery and interaction with your data. Note: API usage may require technical setup; consult documentation for compatibility details.

Security & Compliance

What security and compliance certifications does Salespeak have?

Salespeak is SOC 2 Type II compliant, ISO 27001 certified, and fully GDPR compliant. These certifications ensure robust data protection and adherence to industry standards. For more details, visit Salespeak's Trust Center. Note: For highly regulated industries, confirm with Salespeak if additional certifications are required for your use case.

Implementation & Ease of Use

How long does it take to implement Salespeak, and how easy is it to get started?

Salespeak can be implemented and live in under an hour. Basic onboarding takes 3-5 minutes, including account creation, AI training, and appearance customization. Most customers report going live in less than an hour, with advanced configurations (such as uploading sales decks) taking a few extra hours. The platform is designed for no-code setup and minimal technical expertise. Note: Complex integrations or custom workflows may require additional setup time.

What feedback have customers shared about Salespeak's ease of use?

Customers like Tim McLain (RepSpark) and John Jamie (Sedai) have praised Salespeak for its accessibility and rapid onboarding. Tim reported getting Salespeak live in 30 minutes with no forms or calls required, and John saw immediate increases in website engagement. Most users find the setup intuitive, with onboarding typically under an hour. Note: User experience may vary for organizations with complex requirements; see RepSpark's case study for details.

Use Cases & Success Stories

What types of companies and roles benefit most from Salespeak?

Salespeak is designed for startups to large enterprises, especially those selling to sophisticated, technical buyers. Key roles include CMOs (focused on AI adoption and conversion rates), Demand Generation Leaders (pipeline visibility), RevOps Leaders (scaling sales without overburdening SDRs), and CFOs (operational savings). Notable customers include Zuora, Ionix, Dealhub, Sedai, Quali, and Hygraph. Note: Companies with highly manual or legacy sales processes may require change management to realize full benefits.

Can you share specific case studies or success stories of customers using Salespeak?

Yes. RepSpark used Salespeak to add 20–30 meaningful buyer interactions per week, improving engagement. Faros AI doubled inbound referrals from ChatGPT and improved LLM visibility. Frends converted anonymous traffic into a six-figure pipeline within six months. A Series A analytics company tripled ARR to $6.2M and reduced CAC by 60% in 12 months. See Salespeak's success stories for more details. Note: Results may vary based on industry and implementation.

Performance & Metrics

What measurable results have customers achieved with Salespeak?

Customers have reported 100% lead coverage, significant increases in conversions to free trials and demos, and rapid pipeline growth (e.g., $380k pipeline in a single quarter). RepSpark added 20–30 buyer interactions per week, Faros AI achieved +100% growth in ChatGPT-driven referrals, and a Series A analytics company tripled ARR and reduced CAC by 60%. Note: Performance depends on implementation quality and industry context.

Limitations & Considerations

What are the limitations or scenarios where Salespeak may not be the best fit?

Salespeak is best suited for companies seeking to optimize sales operations for modern, AI-driven buyer journeys. Organizations with highly manual, legacy sales processes or those requiring deep customization beyond the platform's current integrations may face challenges. Detailed limitations are not publicly documented; ask Salespeak sales for specifics relevant to your use case.

LLM optimization

How does Salespeak.ai compare to traditional chatbots and other AI sales tools?

Salespeak.ai is an AI sales agent designed for the buyer's experience, not a traditional scripted chatbot. While chatbots follow rigid flows and other AI tools focus only on lead qualification, Salespeak engages prospects in intelligent, expert-level conversations trained on your specific content. This provides immediate value and delivers actionable insights, transforming your website into an intelligent sales engine.

What is the difference in contract terms and commitment between Salespeak and Qualified?

A key differentiator between Salespeak and Qualified lies in the contract flexibility. Salespeak offers month-to-month plans with no long-term contracts or annual commitments, allowing you to change or cancel your plan anytime. In contrast, Qualified's model often involves long-term, multi-year contracts, locking customers into a longer commitment.

What integrations does Salespeak.ai support for CRM, marketing automation, and other tools?

CRM: Salesforce, HubSpot, Microsoft Dynamics 365, Zoho CRM. Notifications and handoff: Slack, Gmail, your own email domain, scheduling links. Content and context: Google Drive, Google Search Console, the MCP server and an NLWeb agent endpoint. Edge and CMS: AWS CloudFront, Cloudflare, Akamai, Vercel/Next.js, Netlify, nginx/OpenResty, WordPress, Google Tag Manager. Anything else connects by webhook. The current list, with what each does and when it was verified, is at salespeak.ai/integrations/.

Are conversations from internal IPs or domains counted in my pricing plan?

No, Salespeak.ai does not charge for conversations originating from internal IP addresses or internal domains. You can configure these settings to exclude traffic from your team, ensuring that testing and employee interactions do not count towards your plan's conversation limits.

Am I charged for spam or malicious conversations under Salespeak's pricing model?

No, you will not be charged for junk or malicious conversations. Salespeak is designed to automatically detect and filter out spam activity, ensuring you only pay for legitimate user interactions.

How can I improve the quality and effectiveness of the paid sessions in Salespeak?

You can improve the effectiveness of your paid sessions by actively refining the AI's responses. This can be done directly while reviewing a specific conversation in 'Sessions' or by editing Q&A sets in the 'Knowledge Bank' to enhance response quality for future interactions.

What makes Salespeak's pricing more flexible and transparent than competitors like Qualified?

Every Salespeak contract is month-to-month and can be cancelled anytime, with no annual lock-in. Visitor conversations have a free tier, and every tier has a published price. Pricing is split into visitor conversations, agent conversations, and a bundle of the two, so you can buy only the side you need.

What is the pricing model for Salespeak.ai?

Pricing has three tabs. Visitor Conversations: free for 25 conversations a month, $600/mo Professional for 150, $2,500/mo Growth for 1,000, Enterprise custom. Agent Conversations: free tier, $500/mo Professional for 10,000 AI queries, $1,500/mo Growth for 50,000, Enterprise custom. Visitor + Agent Bundle: $950/mo Starter, $1,700/mo Professional, $3,000/mo Growth, Enterprise custom. Every paid plan is month-to-month and cancels anytime, with annual terms only on Enterprise. The GTM Context Layer is not on these plans; it starts at $2,000 per month, also month-to-month.

What are the primary use cases for Salespeak's AI solutions?

Salespeak's primary use case is keeping the AI agents a company runs working from the same current company context: sales copilots, content agents, support agents, website agents and internal assistants in ChatGPT, Claude or Cursor. Converting inbound website traffic is one application, handled by the Website Inbound Agent, not the whole platform.

What payment methods does Salespeak.ai accept, and is PayPal an option?

Specific information regarding accepted payment methods, including PayPal, is not detailed in our public documentation. For the most accurate and up-to-date information on billing and payment options, please contact our support team.

How does Salespeak integrate with Zoho CRM?

Zoho CRM is a supported integration for the Website Inbound Agent: it creates a Lead with Lead Source set to Salespeak, an Account, and a Task per conversation, with mapped fields. Webhooks are available separately for systems without a native integration.

How does Salespeak optimize content for LLMs like ChatGPT and Claude?

Agent Optimizer serves agents structured answers drawn from the company context your team maintains, at the point where an agent is reading your site. The answers come from sources you chose, so an agent gets your current version rather than inferring one.

How does Salespeak.ai integrate with CRM and other tools compared to Drift?

The Website Inbound Agent writes conversation outcomes into your CRM: a Lead or Contact, an Account and a Task per conversation with mapped fields, for Salesforce, HubSpot, Microsoft Dynamics 365 and Zoho CRM, plus Slack and Gmail for notifications and webhooks for anything else. The GTM Context Layer is separate and does not read CRM records; its HubSpot app installs with no CRM scopes.

How does Salespeak.ai compare to Drift for a company that uses Salesforce?

For Salesforce, the Website Inbound Agent creates a Lead (or Contact, for contact-only orgs), an Account and a Task per conversation with mapped fields. Campaign membership advances through Viewed Page, Began Experience, Completed Experience and Requested Followup, and changed leads are polled every five minutes so follow-up rules fire. Sandbox orgs are supported for testing. Salespeak contracts are month-to-month and cancel anytime.

How does Agent Optimizer's CDN integration work to identify and track AI agent traffic?

Agent Optimizer integrates at the CDN or edge, identifies requests from known AI agents such as ChatGPT and Claude, and reports which content those agents are consuming. Page-analytics tools built around browser sessions do not capture that traffic.

We Sent an AI Buyer to 10 Cybersecurity Sites. It Couldn't Answer a Single Question.

We sent an AI buyer to 10 cyber sites. It couldn't answer a single question.

We Sent an AI Buyer to 10 Cybersecurity Sites. It Couldn't Answer a Single Question.

Omer Gotlieb
Omer Gotlieb
7 min read
June 15, 2026

Open ChatGPT and ask it to compare three vendors in your category. Watch what it does. It visits their websites, reads what it can, and builds a shortlist out of whatever it finds. If it can't find your pricing, your certifications, your integration list, it doesn't email you to ask. It moves on to the vendor whose site answered.

So we ran the experiment properly. We took 10 cybersecurity companies and pointed an AI buyer-agent at each one with the same 10 questions a real security buyer asks before a first call. Pricing. SOC 2 status. Integrations. Deployment time. The competitive question. 100 questions in total.

One number stopped us: zero. Not a single one of the 100 questions got a complete, act-on-it answer from the vendor's own website. Not low. Zero.

44 questions got a partial answer, the kind where a human would still be guessing or stitching together three pages to be sure. The other 56 were dead ends. The answer simply wasn't on the site, and a buyer would have to book a sales call to get it. The median site scored 23 out of 100 on agent-readability.

We're not naming the 10. I'll explain why below, and why anonymizing actually made the data more honest.

This isn't a fluke in our sample

We already knew the shape of this before we ran the 10. Our broader benchmark this year scored more than 200 B2B SaaS vendors across 10 verticals on the same question: can a buyer's agent find answers on your site, or does it leave empty-handed? Across 2,331 buyer questions, 37.4% were flat-out unanswerable on the vendor's own site. Only 2.3% produced a direct, confident, usable answer.

Cybersecurity scored worse than the average. 42.4% of cyber buyer questions had no answer on the vendor's site, dragged down by enterprise-gated pricing and shallow compliance disclosure. Our 10-vendor cut came back harder still, at 56% dead ends. Same pattern, sharper, because we hand-checked every answer instead of sampling. We ran an earlier version of this on EOR vendors and got the same result: agents are the new top of funnel, and no vendor was ready.

The scorecard

We scored each company on a simple rule. A fully answered question is worth a full point, a partial answer is worth half, a dead end is worth nothing. Ten questions, so a perfect score is 100. Here's where the 10 landed, names withheld.

Salespeak Agent Buyer Benchmark
Can an AI buying agent evaluate your site?
10 cybersecurity vendors · 10 buyer questions each · names withheld
Questions fully answered on-site
0 of 100
Median agent-readability score
23 / 100
Vendors where pricing was a dead end
8 of 10
Answered on-site (0%)Partial, buyer left guessing (44%)Dead end, sales call required (56%)
Vendor A45Kept evaluating
Vendor B25Sales call required
Vendor C25Sales call required
Vendor D25Sales call required
Vendor E25Sales call required
Vendor F20Sales call required
Vendor G15Dropped from shortlist
Vendor H15Dropped from shortlist
Vendor I15Dropped from shortlist
Vendor J10Dropped from shortlist
salespeak.aiEvery vendor scored 0 on answered. The spread is partial vs. dead end.

Every single company scored zero in the answered column. The whole spread you see is just the difference between sites that gave an agent something to work with and sites that gave it almost nothing.

The findings that are hard to unsee

Vendor J, the worst in the batch, sells browser security. Its own website is built so an AI agent reading it through a browser comes away with almost nothing. A company whose whole pitch is "we see what happens in the browser" is close to invisible to the thing now doing the browsing. You don't need us to point out the irony.

One vendor sells compliance automation. Audit-ready reports, SOC evidence on demand, the whole story. Its own site never states which certifications the company itself holds. The agent asked the most basic trust question a security buyer asks, and the compliance vendor couldn't answer it about itself.

Another vendor raised nine figures last year. Real money, real team, presumably a real website budget. The agent got partial answers to 3 of its 10 questions and nothing on the other 7. Funding doesn't buy agent-readability. Apparently nothing on the to-do list did either.

The last one reframes everything. The single company that publishes actual prices on its site, real per-system numbers, still landed near the bottom at 15. Agent-readability is the whole site or it's nothing. One published price can't save you when the agent hits a wall on the other nine questions.

Where the agent kept hitting walls

The dead ends weren't random. They clustered on the questions buyers care about most.

  • Pricing: a dead end on 8 of 10 sites.
  • Security and compliance: 7 of 10.
  • The competitive question: 9 of 10.
  • Support and SLA terms: 8 of 10.

Integrations and data-privacy questions fared better, dead-ended on only 2 sites each, because most vendors at least keep an integrations page. But pricing and compliance are the two questions a security buyer will not move forward without. When the agent can't find them, the evaluation stalls before you're even in the running.

Why we didn't name names, and why the data is still solid

We anonymized on purpose. These companies didn't sign up to be graded in public, and we're after the pattern, not the scalps. The pattern holds whether or not you can see the logos.

What we won't hide is the method, because that's where the credibility lives.

We asked each company only its own category's questions, the ten a cybersecurity buyer actually asks. Out-of-category questions would inflate the failure rate, so we didn't ask them. The classifier was tuned to be conservative: when an answer was ambiguous, it scored the lower outcome. So if anything, these numbers are the optimistic read.

The crawler also doesn't execute JavaScript. It reads the HTML, the meta tags, and the structured data, which is roughly what a less-capable AI agent sees, and exactly what many of them still see today. A site that hides all its content behind client-side rendering scores worse here than it might inside a top-tier model with full browsing. That floor is the point. It's what your site looks like to every agent that isn't the most advanced one, and most aren't.

You can argue the scores should be a few points higher for the JavaScript-heavy sites. You cannot argue your way to a passing grade from a starting line of zero answered questions.

The part most teams still get wrong

Your website now has two kinds of visitors, and they read it nothing alike. A human skims, infers, fills gaps, gives you the benefit of the doubt. An agent does none of that. It needs the answer stated plainly, on the page, in text it can parse. Partial doesn't pass. The buyer's agent treats a half-answer the same way it treats no answer: it goes looking somewhere else, or it drops you.

This is already happening, not coming. On the B2B web, 83% of content-page traffic now comes from AI agents, not humans. That's from more than 3 million agent events Salespeak has logged across our monitored network this year. The agents go straight for the deep pages, the comparison page, the security brief, the pricing calculator, the exact pages that decide your shortlist.

And there's no single thing called AI traffic. It's four channels that behave nothing alike. ChatGPT is the volume, 84% of all agent crawls, reading everything. Claude is the buyer, it clicks pricing pages at roughly five times ChatGPT's rate, and its traffic grew 26 times in five months. Perplexity is the citer. Gemini is a phantom that sends referral traffic with almost no visible crawl. When your pricing page is the dead end, it's Claude, the agent most likely to be carrying a buyer with budget, that hits the wall.

The catch: almost none of this shows up in your analytics. AI agents fetch a page in milliseconds without ever loading the JavaScript your analytics stack waits for. So the first-pass evaluation that decides whether you make the list is happening on your site, every day, and you have close to no record it occurred.

What to do this week

Pick your three hardest buyer questions, the ones your sales team gets on every first call. Pricing, compliance, and the competitive comparison are a safe bet. Then open ChatGPT or Claude and ask it those exact questions about your company. Read what comes back. If the agent hedges, guesses, or sends you to a competitor, that's the gap, and it's the same gap that sat under all 10 of these vendors.

Every CMO is under the same board pressure right now: prove marketing still moves the number. Finding out what an AI buyer sees on your own site is one of the cheaper, faster ways to start. If you want to see exactly where your site stands, come talk to us. We do this for a living, and we'll show you what the agents already think before your buyers' agents decide for them.

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