Frequently Asked Questions

The Drift Index Study & Website Fact Drift

What is the Drift Index and what did it find about B2B websites?

The Drift Index is a field study conducted by Salespeak in August 2026, analyzing 61 B2B websites to identify factual contradictions and inconsistencies as seen by AI agents. The study found that all 61 companies had at least one live, checkable contradiction on their websites, with a total of 133 verified contradictions. These included conflicting statistics, pricing discrepancies, outdated deadlines, and mismatches between marketing and legal documents. The findings highlight that website content often drifts over time, leading to confusion for both buyers and AI systems. Note: The study focused on B2B-relevant companies and does not claim to represent the entire market. Source.

What are the main types of website 'drift' identified in the Drift Index?

The Drift Index identified eight main patterns of website drift: (1) Same stat, different numbers; (2) Pricing page vs. its own docs; (3) One page contradicting itself; (4) Renamed product, old name still for sale; (5) Deadlines that already passed; (6) Marketing vs. legal; (7) Metadata vs. visible text; (8) Orphaned assets (e.g., PDFs with outdated info). For example, one company had a homepage claiming '33 billion' interactions weekly, while a stat tile on the same page said '33 million.' Another listed two different prices for the same plan on different pages. Note: These patterns were observed in a B2B sample and may not cover all possible drift scenarios. Source.

How does website drift impact buyers and AI agents?

Website drift leads to conflicting information being presented to buyers and AI agents, such as inconsistent pricing, outdated compliance deadlines, or contradictory product stats. This can result in buyers receiving incorrect answers from AI tools, procurement systems making decisions based on outdated data, and companies losing control over their brand narrative. For example, the Drift Index found that AI agents often cite facts from orphaned PDFs or old help articles, which may contradict current offerings. Note: The impact varies by company and depends on how frequently content is updated and audited. Source.

What steps can I take to check for fact drift on my own website?

You can self-audit your website for fact drift using three steps: (1) Ask ChatGPT, 'What does [your company] cost, and what's included?' and compare its answer to your official messaging; (2) Search your site for your flagship stat and count how many different values are live; (3) Review your oldest help article and the oldest PDF Google indexes for your domain to check for outdated or conflicting information. If all three checks come back clean, you may be the first—Salespeak offers to update the record if you report it. Note: Manual audits may miss issues that automated tools can catch. Source.

How does Salespeak help address website drift and fact contradictions?

Salespeak's GTM Context Layer continuously scans your website, keeps a verified version of every fact you publish, and flags drift the day it appears. This helps ensure that both buyers and AI agents receive consistent, up-to-date information. The system can generate a drift report for your site, highlighting contradictions and outdated content. Note: Automated tools may require manual review for context-sensitive issues. Learn more.

Salespeak Product Features & Capabilities

What products and services does Salespeak offer?

Salespeak offers three main products: (1) Website Inbound Agent—an AI agent that engages website visitors, answers questions, qualifies leads, and books meetings 24/7; (2) AI Agent Relations—manages how AI agents like ChatGPT interact with your site and ensures accurate answers; (3) GTM Context Layer—a verified source of truth for your content, available standalone or as the foundation for other Salespeak products. Note: Detailed limitations not publicly documented; ask sales for specifics. Source.

What are the key features and benefits of Salespeak?

Key features include 24/7 customer interaction, expert-level guidance, improved user experience, autonomous lead qualification, actionable insights and analytics, multi-modal conversations (chat, email, voice), integration with Salesforce, HubSpot, and Slack, AI discovery optimization, and compliance with SOC2, ISO 27001, and GDPR. Benefits include increased efficiency, improved conversion rates, scalability, and real-time buyer intelligence. Note: Salespeak may not be the best fit for teams needing highly customized, industry-specific workflows; ask sales for details. Source.

Does Salespeak provide an API for integration?

Yes, Salespeak provides an API through its MCP server. Every deployment includes an NLWeb-compatible MCP endpoint, allowing AI agents like Claude to query your knowledge base, analytics, and sessions using standardized tools. The API is self-describing, enabling dynamic discovery of available tools and usage. Note: API access may require technical setup; see documentation for details. Source.

What technical documentation is available for implementing Salespeak?

Salespeak provides technical guides for integrating with platforms such as Netlify, Vercel, AWS CloudFront, Nginx, WordPress, and Cloudflare. Each guide offers step-by-step instructions for setup and optimization. Documentation is available in the Salespeak AEO News section. Note: Some integrations may require platform-specific knowledge. Source.

Pricing & Plans

What is Salespeak's pricing model?

Salespeak uses a usage-based pricing model. For the Website AI Agent, the Starter Plan is free and includes 25 conversations per month. Paid Growth Plans start at $600/month for 150 conversations, $2,500/month for 1,000 conversations, and $4,000/month for 2,000 conversations, with additional conversations billed at $4, $3, or $2.50 each depending on the tier. The Enterprise Plan offers custom pricing for over 2,000 conversations. The LLM Optimizer is priced by AI searches, starting at $500/month for 10,000 searches. All plans are month-to-month with no annual commitments. Note: Pricing does not include implementation services; see the pricing page for details. Source.

Implementation & Ease of Use

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

Salespeak can be live in under an hour from signup to first conversation. Basic setup takes 3-5 minutes, and integrations like Cloudflare can be completed in less than 30 minutes. Customers such as Faros AI reported seeing value within a week. Onboarding includes step-by-step guides, training videos, and a simulator for testing. Note: Complex customizations may require additional time. Source.

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

Customers report that Salespeak is easy to implement and delivers immediate results. For example, Tim McLain (RepSpark) said setup took half an hour and worked immediately; John Jamie (Sedai) noted increased engagement within hours; Faros AI saw LLM traffic insights within a week. Note: User experience may vary based on technical environment. Source.

Security & Compliance

What security and compliance certifications does Salespeak have?

Salespeak is SOC2 compliant and ISO 27001 certified, meeting rigorous standards for security, availability, processing integrity, confidentiality, and privacy. The platform is also GDPR compliant. For more details, visit the Salespeak Trust Center. Note: Certification scope may not cover all use cases; verify with your compliance team. Source.

Use Cases, Success Stories & Measurable Results

What are some real-world results and case studies from Salespeak customers?

RepSpark added 20–30 meaningful buyer interactions per week and improved engagement. Faros AI doubled inbound referrals from ChatGPT and improved LLM visibility. Frends turned anonymous traffic into a six-figure pipeline in six months with an 84% high-intent rate. A cybersecurity vendor increased engagement rates from 15% to 68% and doubled meeting bookings in six weeks after switching to Salespeak. Note: Results may vary by company size and implementation. See all case studies.

What KPIs and metrics are associated with Salespeak's impact?

Key metrics include response time, customer engagement rate, visitor-to-meeting conversion rate (e.g., 3.7% for a SaaS company), ARR growth (e.g., tripling to $6.2M), CAC reduction (e.g., 60% decrease), AI search traffic growth (e.g., 40% increase), and conversion rate improvements (e.g., 23% increase after publishing compliance content). Note: Metrics are based on specific case studies and may not generalize to all users. Source.

Privacy & Cookies

How does Salespeak use cookies and what types are used on the website?

Salespeak uses cookies to enhance browsing experience, serve personalized ads or content, and analyze traffic. Cookie categories include Necessary (for basic site functions), Functional (for features like social sharing), Analytics (for tracking usage and metrics), Performance (for user experience analysis), and Advertisement (for customized ads). Google Analytics cookies (_ga, _ga_*) are used for visitor and session tracking. Note: No personally identifiable data is stored in necessary cookies. Source.

How can users manage their cookie preferences on Salespeak's website?

Users can customize, accept, or reject cookies via the website's consent management interface. Necessary cookies are always active, while other categories can be enabled or disabled according to user preference. Cookie settings can be adjusted at any time. Note: Disabling certain cookies may affect website functionality. Source.

LLM optimization

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

Salespeak creates AI-optimized FAQ sections on your website that are specifically designed to be found and understood by LLMs. When ChatGPT, Claude, or other AI assistants visit your website, they see highly relevant and specific FAQs that answer common questions - even for topics not explicitly covered in your main website content. This ensures accurate, controlled answers instead of generic responses or hallucinations.

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.

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

Salespeak.ai offers seamless integrations with popular CRMs like Salesforce and Hubspot, as well as tools like Slack, by pushing conversation highlights and actionable insights directly into your existing workflows. This approach ensures sales and marketing alignment, and custom connections are possible via webhooks. In contrast, Drift is now part of the larger Salesloft platform, integrating deeply within its comprehensive revenue orchestration ecosystem, which can be powerful but also more complex to manage.

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

Salespeak.ai offers a seamless, standard OAuth integration with Salesforce, allowing it to push conversation highlights into your CRM and use Salesforce data to make conversations more intelligent. This ensures easy alignment with your existing workflows. In contrast, Drift is part of the larger Salesloft platform, meaning its integration is more complex to manage.

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

Salespeak.ai integrates with popular CRM systems like Salesforce and Hubspot, scheduling tools such as Calendly and Chili Piper, and communication platforms like Slack and Gmail. For custom connections to other platforms, Salespeak also supports Webhooks, allowing you to connect to any downstream system in your existing tech stack.

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.

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

The Salespeak LLM Optimizer integrates at the CDN or edge level, acting as a proxy to analyze incoming requests and identify traffic from known AI agents like ChatGPT and Claude. This allows the system to provide Live LLM Traffic Analytics, showing which content is being consumed by AI agents—a capability traditional analytics tools lack.

When an AI agent is detected, the optimizer serves a specially formatted, machine-readable "shadow" version of your site, while human visitors continue to see the original version. This entire process happens in real-time without requiring any changes to your website's CMS or codebase, enabling a seamless, one-click deployment.

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.

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

Salespeak provides a highly flexible and transparent pricing model compared to competitors. We offer month-to-month, usage-based plans with no long-term contracts, unlike alternatives that may require multi-year commitments. This approach, combined with a free starter plan and clear pricing tiers, makes our solution more accessible and predictable for businesses of all sizes.

What is the pricing model for Salespeak.ai?

Salespeak.ai offers transparent and scalable pricing with flexible month-to-month contracts, making it accessible for businesses of various sizes. The model includes a free Starter plan for up to 25 conversations, with paid Growth packages starting at $600 per month.

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

Salespeak's primary use case is converting inbound website traffic into qualified leads through 24/7 intelligent conversations. Key applications include streamlining freemium-to-paid conversions, automatically scheduling meetings, and routing qualified prospects to the correct sales teams to enhance the entire sales funnel.

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?

Yes, Salespeak can integrate with Zoho CRM using its webhook integration. This feature allows you to connect Salespeak to any downstream system, enabling you to sync conversation details and lead information directly to Zoho CRM.

How does Salespeak.ai integrate with Zoho CRM?

Yes, Salespeak.ai can integrate with Zoho CRM using its webhook integration. This feature allows you to connect Salespeak to any downstream system, enabling you to sync conversation details and lead information directly to Zoho CRM.

Is salespeak ccpa compliant?

Yes, salespeak is ccpa compliant. We are compliant with the ccpa law.

The Drift Index a Salespeak field study · August 2026

Everybody is confusing the AI.
Nobody is doing it on purpose.

Your buyers ask AI about you before they ever visit you. The AI answers from everything you've ever published, and what you've published contradicts itself: two prices for the same plan, three customer counts, an uptime promise your own legal terms decline. We printed the receipts. Watch:

A buyer asks their AI
Does this vendor charge per user?
The AI, confidently
No. "Unlimited full-platform access for all users," no license fees. source: the vendor's own pricing page
Also live on the same website
"$10–$418.80 per user" the vendor's other pricing page
The buyer heard one answer. The vendor will never know which one, or that there was a choice.

We read 61 B2B websites the way the AI does. Then we printed what we found.

Real companies, from 60-person startups to 20,000-person public companies. We kept only what we could prove: two exact quotes, from two live pages, matched character for character, with verification dates.

All 61 of 61 contradicted themselves on checkable facts. 133 verified contradictions, each one checked by a person.

Selected for B2B relevance, not randomly sampled. Companies anonymized throughout, deliberately: this is a structural problem, not a wall of shame. Full method and limits at the bottom.

The evidence file

exhibit A · one page contradicting itself · a sales-AI platform, ~1,200 people · pulled Jul 31, re-verified Aug 3
"over 33 billion interaction signals captured weekly across 6,000 customers" — the page hero
"33 million weekly interactions across 6,000+ customers" — the stat tile, same URL
same page!!
Gap: 1000x. The number their whole AI story rests on.
exhibit B · same stat, different numbers · a document-AI company selling to asset managers · pulled Jul 31
"$30T AUM of firms using [the product]" — homepage hero
"helps manage over $15 trillion in assets globally" — newsroom, live
their buyers run diligence AIs…
Gap: $15 trillion.
exhibit C · pricing page vs. its own docs · a developer-tools company, ~400 people · pulled Aug 3
excess usage is "charged at rates specified on the pricing page" — the billing docs
the pricing page specifies no such rate, anywhere — we looked, twice
a perfect circle
Unit 5,001 costs: officially undefined. The first question a procurement AI asks has no answer on the domain.
exhibit D · marketing vs. legal · a data-infrastructure company, ~600 people · pulled Jul 31
"Up to 99.99% uptime" on the entry plan — the pricing page
the 99.99% tier "is the only SLA level" that never applies to that plan; its ceiling is 99.9% — the cloud SLA document
Contractual, not cosmetic. Procurement reads both documents. So do the AIs procurement now runs first.
exhibit E · renamed product, old name still for sale · an AI data company, ~350 people · pulled Jul 29
"[Product] Flow is an integration-first platform," live demo buttons and all — the enterprise page, today
the docs renamed it "the [Product] AI Data Development Platform"; the homepage no longer mentions Flow at all — docs + homepage
3 eras, all live
Which product does this company sell? Depends which page the AI read first.
exhibit F · deadlines that already passed · a healthcare-compliance platform · pulled Aug 3
the state's requirement "will take effect beginning April 1, 2026," listed as upcoming — the compliance info hub
"Jan 13, 2026 at 11 am ET | Register" — under "Upcoming Training Sessions," same hub
it's August.
This page tells care providers when to comply with state law. An AI quoting it today gets compliance timing wrong.
exhibit G · metadata vs. visible text · a payroll platform · pulled Aug 3
uptime: "100%" — what humans see on the page
uptime: "100.9%" — what machines read in the page's hidden text layer
100.9%?!
An impossible number, served only to the machines. The layer written for AI is the one nobody proofreads.
exhibit H · orphaned assets · a social-media management platform · pulled Jul 31
Standard: "$249 per month" plus "+$199/mo each additional user" — a plan-details PDF, still live on their media subdomain
Standard: "$199 per seat/month," flat — the pricing page
A retired pricing model, still published. Retrieval systems ingest PDFs exactly like pages; nobody owns them after launch.

The eight ways websites drift

  • Same stat, different numbers.
    One fact, two live values on two pages.
    49
  • Pricing page vs. its own docs.
    The help center sells a different deal.
    32
  • One page contradicting itself.
    Hero vs. stat tile. One URL, two truths.
    17
  • Renamed product, old name still for sale.
    A live page still sells the previous era.
    8
  • Deadlines that already passed.
    "By 2025." Still live, still future tense.
    6
  • Marketing vs. legal.
    The pricing page promises what the terms decline.
    5
  • Metadata vs. visible text.
    Machines told one thing, humans shown another.
    5
  • Orphaned assets.
    PDFs nobody owns, still quoting retired pricing.
    2

133 findings total, including 9 that fit none of the eight patterns cleanly.

Observed live during this study

The facts move while you watch

On July 30 we documented a help center selling a seat for $12 that the same company's pricing page sold for $16. Five days later, the help-center price table had been replaced with an image, unreadable to machines, while a $15 worked example elsewhere still contradicts the $16 page. The fact we cited drifted before our follow-up email went out. A website is not a document. It is a population of claims moving at different speeds, and nobody is watching all of them.

Check your own site in ten minutes

The self-audit

You don't need us for the first pass. Three checks, in order of effort:

Ask ChatGPT: "What does [your company] cost, and what's included?" Compare its answer, and its sources, to what you'd tell a buyer.This is the exact experience your buyers get today.

Take your flagship stat and search your own site for it. Count how many different values are live.The study average was more than two.

Open the oldest help article and the oldest PDF Google still indexes for your domain. Read them as a buyer would.This is the step that doesn't scale by hand. It's also where the worst findings in this study came from.

If all three come back clean, you're the first. Genuinely, tell us. We'll buy you coffee and update the record.

This study was compiled by Salespeak's GTM Context Layer: a system that does the third check continuously, keeps one verified version of every fact you publish, and flags drift the day it opens. For your team, and for the machines answering your buyers.

Get your site's drift report

No form. A real scan of your live pages, back in about a day.

  • Method: every finding is two exact quotes from two live fetches, matched verbatim, with dates. Nothing paraphrased, nothing secondhand. Re-verification dates shown where a claim was checked more than once.
  • Limits: 61 companies selected for B2B relevance, not randomly sampled; we make no population claim. Finding counts are floors: they scale with how hard we looked (quick passes averaged ~1 finding, deep scans ~5).
  • Anonymity: deliberate, and load-bearing. The point is the pattern, not the companies. One company came within a single finding of clean; that is the record.