ICONIQ State of AI 2026: What the Numbers Mean for B2B
AI has moved from experiment to income statement. ICONIQ's latest State of AI survey shows that software companies building AI products expect those products to make up a growing share of revenue, with better margins and more usage-based pricing. For B2B leaders, the numbers are a useful benchmark for pricing, hiring and where to invest next.
The report, ICONIQ's 2026 State of AI: The Builder's Economy, is based on a Q2 2026 survey of roughly 305 executives at software companies building AI products. SaaStr pulled out ten headline metrics. We group them into five themes and add what we think each one means in practice.
AI is becoming the majority of revenue
Respondents said AI products made up 32% of their revenue in 2025, are projected at 42% in 2026 and are heading towards 53% in 2027. In other words, for this group of builders, AI stops being an add-on and becomes the core business within two years.
That has a knock-on effect for buyers. If your vendors are rebuilding their products around AI, expect pricing, packaging and roadmaps to change quickly. If you are a vendor, expect customers to compare you against AI-native competitors, not the incumbents you used to benchmark against.
Margins are improving, and pricing is shifting to usage
- Gross margin on AI products: 45% in 2025, projected 53% in 2026 and 59% in 2027.
- Consumption-based pricing: rose from 35% to 42% of respondents in six months.
- Outcome-based pricing: rose from 18% to 23%.
- Blended models: companies now use 1.7 pricing models on average.
Improving margins mean the cost of running models is falling faster than prices. The shift to consumption and outcome pricing means vendors increasingly want to charge for the work done rather than the seats occupied. For buyers, that is good news when usage is predictable and a budgeting headache when it is not. Ask every AI vendor for a usage forecast and a cap before you sign.
Builders use several models, and vertical apps lead
Licensed frontier model APIs are used by 80% of respondents, down from 85%, while open-source use rose from 37% to 40% and 37% run proprietary in-house models. On average, builders use 3.3 model providers. Vertical AI applications make up 43% of what is being built, ahead of horizontal apps at 20% and consumer at 11%, with financial services and healthcare climbing fastest.
Two lessons follow. First, multi-model is the norm, so no product should depend on a single provider. Second, the biggest opportunity is in AI that understands one industry's data and workflow deeply, which is harder to copy than a general assistant.
Agents are the priority, but not yet autonomous
Two-thirds of respondents (66%) rank agentic AI as their top investment priority for the next 12 months. Yet only 5% say their agents rarely need human intervention. The gap between ambition and reality is large.
That matches what most teams find when they deploy agents in sales and support: they are excellent at drafting, triage and research, and still need a person to approve anything that touches money, contracts or a customer relationship. Plan agent rollouts with a human review step and remove it only where the error rate is proven low.
Organisations are getting flatter
- 78% plan a different mix of roles or smaller teams.
- 72% of AI-driven companies run with one to four layers between the CEO and junior staff.
- 50% plan to scale up forward-deployed engineers, and 76% of those engineers' variable pay is tied to retention or renewal.
- High-growth companies report 48% productivity gains from coding assistants, compared with 32% for others.
The forward-deployed engineer figure stands out. Builders are admitting that AI products need hands-on help to land inside customers, and they are paying for it based on whether the customer stays. Among companies with more than $500M in revenue, data readiness also jumped from 4% to 22%, a sign that larger firms are finally cleaning up the data AI depends on.
What this means for B2B sales and marketing
- Revisit your pricing. If competitors are moving to usage or outcome pricing, test a component that scales with customer value.
- Fix your data first. Agents and scoring models are only as good as the CRM and intent data behind them.
- Keep humans on high-stakes steps. Let AI draft, research and prioritise; let people send the important messages until you trust the output.
- Tie customer-facing roles to retention. The builders surveyed are doing it for engineers; it works for success teams too.
- Benchmark productivity honestly. Measure time saved on real tasks, not tool adoption.
At Happierleads, the same thinking shaped our own product flow: identify website visitors, qualify them against an ideal customer profile, and only then engage. Clean, qualified data at the top makes every automated step after it more reliable. If you want to see how that works on your own traffic, the pricing page includes a free trial.
How to use these benchmarks
Remember who was surveyed: executives at software companies building AI products. Their projections are optimistic by design, and a typical B2B services firm or manufacturer will not match them. Use the figures as a direction of travel, not a target. The useful questions are whether your pricing, team structure and data readiness are moving the same way, and how far behind you would be if they are.
The takeaway
ICONIQ's numbers describe a market where AI is becoming the product, margins are improving and pricing is moving towards usage and outcomes, while agents still need human oversight. For B2B leaders, the practical moves are to get your data in order, test pricing tied to value, and deploy agents where a person can still check the work.
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Website visitor identification — frequently asked questions
How does B2B website visitor identification work?
Website visitor identification works by matching anonymous website traffic to a database of known business profiles. A lightweight tracking pixel captures signals from each session. Happierleads cross-references those signals against our proprietary permissioned publisher network — revealing the exact person (name, work email, LinkedIn profile) behind the visit, not just the company via reverse IP lookup. Person-level identification is available across 174+ countries; company-level identification works globally. Learn how our identification technology works →
What contact data does Happierleads provide for each identified visitor?
For each identified B2B website visitor you receive: full name, verified work email address, LinkedIn profile URL, job title, company name, company domain, company size, and industry — plus the specific pages they visited on your site and the duration of each session. All plans also include third-party intent signals showing what topics each identified company is actively researching across the web. See full plan details and pricing →
Does Happierleads have a Free trial?
Yes — Happierleads offers a 7-day free trial with no credit card required. During the trial you get 100 identified B2B website visitors, including full person-level data: name, verified work email, and LinkedIn profile. You can explore the full dashboard, connect your CRM, and see exactly which companies and individuals are visiting your site before committing to a paid plan. After 7 days, plans start at $99/month for 300 identified visitors. Cancel anytime — no obligation and no cancellation fees.
What is Happierleads?
Happierleads is a B2B website visitor identification platform that de-anonymizes your anonymous website traffic and turns it into actionable sales pipeline. Unlike reverse IP lookup tools that show only a company name, Happierleads identifies the exact person behind each visit — including their verified work email, LinkedIn profile, job title, and real-time buying intent signals — across 174+ countries. The platform combines visitor identification, AI lead scoring, intent data, email waterfall enrichment, built-in CRM integrations, and outreach sequencing in one place. Used by 20,000+ B2B teams globally, starting from $99/month.
Who typically uses Happierleads?
Happierleads is used by B2B SaaS companies, marketing agencies, professional services firms, and enterprise sales teams. Sales development reps (SDRs) use it to identify warm, in-market visitors and prioritise outreach by ICP fit score. Marketing teams use it to attribute revenue to specific campaigns, retarget high-intent accounts, and reduce wasted ad spend. Agencies use it to run visitor identification across multiple client websites from a single dashboard. Any B2B company investing in content marketing, paid search, or account-based marketing (ABM) will benefit from knowing exactly who is visiting their site and what they are researching.
How is this different from Clearbit, 6sense, or Demandbase’s Website Identity Solutions?
Most companies rely on ‘Reverse IP Lookup’ technology to connect IP addresses with company names. At Happierleads, we use a completely different approach—our fully-permissioned, proprietary publisher network—allowing us to identify the exact individuals visiting your website. Discover how we identify your site visitors →
Why is Happierleads ranked number #1 for data quality on G2 and Capterra?
Happierleads ranks #1 for data quality because we identify visitors through a fully-permissioned publisher network — not just reverse IP lookup. Every identified person has opted in through a publisher partner, giving us verified person-level data rather than probabilistic company-level guesses. We also apply automatic bot and ISP filtering to eliminate non-qualifying traffic, AI lead scoring to surface your highest-fit visitors, and real-time LinkedIn verification to ensure contact data is current. On G2 and Capterra, users consistently cite data accuracy and match rates as the primary reason they choose Happierleads over alternatives like Leadfeeder, Lead Forensics, and Clearbit.
What about U.S. state privacy laws, like the California CCPA and CPRA?
Yes — Happierleads is compliant with CCPA, CPRA, and other U.S. state privacy regulations. Our person-level identification uses data sourced from a fully-permissioned publisher network, meaning all identified individuals have opted in through a compliant consent framework. If your business already meets these state-level requirements, using Happierleads will not change that compliance status. We identify exact visitors in 174+ countries including the US, Canada, and Australia. For GDPR-restricted EU countries, we use reverse IP lookup to provide company-level data only, keeping you fully compliant with European privacy law.
How accurate is the visitor identification?
Most reverse-IP tools only identify the company. We go further — using our permissioned publisher network we identify the exact person behind the visit and enrich them with verified work email and LinkedIn data. Match rates depend on traffic geography, but customers typically see person-level identification on 30–55% of B2B sessions and company-level on 80%+.
How long does setup take?
About 5 minutes. Sign up, paste a single tracking snippet into your site (or install our GTM template / WordPress plugin), and identified visitors start appearing in your dashboard within a few hours. No engineering project required.
What if my website doesn't get much traffic?
You don't need huge traffic to win — most of our customers have under 10,000 monthly visitors. Even on lower-traffic B2B sites a handful of identified buyers per week often pays for the tool many times over. You can also pair it with our 175M-contact database and outreach engine to build pipeline beyond just your site visitors. And if your own traffic is still growing, we also provide third-party intent signals — data from across the web that tells you which companies are actively researching solutions like yours right now, so you can reach them even before they land on your site.
Does it integrate with my CRM and outreach tools?
Yes. Push identified leads directly into HubSpot, Salesforce, Pipedrive, Zoho, GoHighLevel, Slack, or anything that supports Zapier and webhooks. CSV export is available on every plan, and our built-in email and LinkedIn outreach engine lets you act on identified visitors without leaving Happierleads.
How does Happierleads pricing work?
Happierleads uses usage-based pricing — you choose how many identified B2B website visitors you need per month and pay only for that volume. Plans start at $99/month for 300 leads (around $0.33 per lead). As your volume grows, your cost per lead drops significantly — reaching as low as $0.06/lead at scale. Add-ons like LinkedIn verification (+$0.02/lead) and email waterfall (+$0.03/lead) are billed on actual usage, so you only pay for what you use. Session recordings are included free.
Is there a minimum contract? Can I cancel anytime?
No minimum contract — you can cancel your Happierleads subscription at any time with no cancellation fees and no questions asked. Monthly plans are billed month-to-month. Annual plans are billed upfront and save you 30% compared to monthly billing.
What's included on every Happierleads plan?
Every Happierleads plan includes company-level and person-level visitor identification (name, verified work email, LinkedIn profile), AI lead scoring, third-party intent data signals, CRM integrations (HubSpot, Salesforce, Pipedrive, and more), a built-in email sequencer, and unlimited team seats. There are no per-seat charges — your entire team can use the platform at no extra cost.
Do you offer an annual billing discount?
Yes — switching to annual billing saves you 30% compared to monthly pricing. Annual plans also include a free 175M-contact B2B database (normally worth $500+/mo separately). The 30% discount applies to your base plan; add-ons are billed on actual monthly usage.
Is Happierleads cheaper than Lead Forensics, Leadfeeder, or Clearbit?
Yes — significantly cheaper. Lead Forensics starts at around $1,000/month, Clearbit Reveal at $1,500+/month, and Albacross at $500+/month. Happierleads starts at $99/month and includes person-level identification (name, email, LinkedIn) — a capability most competitors don't offer at any price tier. Our usage-based model also means you're never paying for leads you didn't receive.
Can I upgrade or downgrade my plan at any time?
Yes. You can adjust your lead volume up or down at any time — no lock-ins or upgrade fees. Upgrades take effect immediately and you'll be pro-rated for the remainder of the billing period. Downgrades take effect at the start of your next billing cycle.
What is the best B2B website visitor identification software?
The best B2B website visitor identification software depends on your budget, geographic coverage needs, and whether you need company-level or person-level identification. Happierleads consistently ranks #1 for data quality on G2 and Capterra in the visitor intelligence category — combining person-level identification (name, verified work email, LinkedIn), built-in outreach automation, AI lead scoring, and intent data in a single platform from $99/month. Enterprise alternatives like Lead Forensics ($1,000+/month), Clearbit Reveal ($1,500+/month), or Albacross ($499+/month) identify companies only and charge significantly more. Compare Happierleads to every major alternative →
Can I identify website visitors without cookies?
Yes — Happierleads identifies B2B website visitors using a cookieless, privacy-first method through our permissioned publisher network. Rather than relying on third-party cookies (which are being deprecated), we match first-party session signals to known B2B profiles. This means your identification rates are not affected by browser cookie restrictions, iOS privacy updates, or ad-blockers. For EU visitors under GDPR, we fall back to company-level reverse IP identification, which requires no personal data processing and keeps you fully compliant.
Is Happierleads GDPR compliant?
Yes. Happierleads is fully GDPR compliant. For EU-based visitors, we use company-level reverse IP lookup only — no personal data is processed without a lawful basis, so GDPR requirements are met by design. Person-level identification (name, email, LinkedIn) is only applied to visitors in countries outside the GDPR jurisdiction, such as the US, Canada, and Australia. Happierleads is also SOC 2 Type II certified and CCPA compliant. You can review our full Data Processing Agreement (DPA) and privacy documentation at any time. Read our privacy policy →
How does Happierleads compare to RB2B?
RB2B identifies US-based website visitors at the person level using email-based matching and delivers results to Slack. Happierleads goes significantly further: our permissioned publisher network covers 174+ countries (not just the US), and the platform is a complete B2B revenue tool — not just identification. Happierleads includes intent data across 353 buying-signal topics, AI lead scoring, a built-in email sequencer, inbox engine, CRM integrations (HubSpot, Salesforce, Pipedrive), and free session recordings. Both tools start at $0 for a free tier, but Happierleads paid plans include unlimited team seats and no per-seat charges. Full RB2B vs Happierleads comparison →
Does Happierleads work with WordPress, Webflow, Shopify, and other platforms?
Yes — Happierleads works with any website platform. We have a dedicated WordPress plugin, a Google Tag Manager template, and a one-snippet installation that works with Webflow, Shopify, Squarespace, HubSpot CMS, Wix, custom-built sites, and any platform that allows you to add a script to your site header. Setup takes under 5 minutes regardless of your tech stack. Identified visitors begin appearing in your dashboard within hours of installation — no developer required.
How does B2B website visitor identification help with lead generation?
B2B website visitor identification turns your existing website traffic into a direct lead generation channel. Instead of waiting for visitors to fill in a contact form — which only 2–5% of B2B visitors ever do — you can identify the other 95% by company and person, see what pages they viewed, filter by ICP criteria (company size, industry, job title), and reach out directly. Customers typically see a 3–10× increase in qualified pipeline from the same amount of traffic after installing Happierleads. Combined with built-in intent data showing which companies are actively researching your category, you can surface in-market buyers both on your site and across the web. See how visitor identification works →
Can Happierleads be used for account-based marketing (ABM)?
Yes — Happierleads is purpose-built for account-based marketing. You can filter identified visitors by target account, company size, industry, and AI ICP fit score to build prioritised ABM lists. When a company from your target account list visits your site, you can trigger real-time alerts to your sales team, automatically sync the visit to your CRM, or launch a personalised outreach sequence. Intent data across 353 buying-signal topics shows which of your target accounts are actively researching solutions like yours — even before they land on your site — so you can engage at exactly the right moment. Native integrations with HubSpot, Salesforce, and Pipedrive make it easy to align visitor intelligence with your wider ABM motion. See how marketing teams use Happierleads →
