Skip to content
Start here
Browse by category
AI Assistants5Accounting Software3Agency & Funnel Software4B2B Sales Outreach5Business Backup3Business Email & Office3CRM Platforms7Cloud Storage4Customer Support3Design Tools3E-Signature3E-commerce Platforms3Email Marketing1Inventory Management3Knowledge Management3Marketing Automation11POS Systems3Paid Ads Management3Password Managers3Payment Processing3Payroll & HR3Project Management7SEO Software3Sales Intelligence3Scheduling Software3Social Media Management3Team Communication1Time Tracking3Video Conferencing5Website Builders3Workflow Automation3
All categories →
Not sure what you need? Start hereTell us the job and see the software it takes, with verified prices for your team.
Recently verified
Decision brief builderTurn your shortlist into a one-page case for sign-off: verified prices for your team size, requirements and sources.
Recently updated switching guides
All 264 migration guides →
What every guide covers
What transfers, and what doesn’tThe vendor’s own import path, step by step, plus the data you will rebuild by hand. Switching cost estimatorAn adjustable estimate of the hidden labor, cleanup and retraining cost, with its assumptions shown.
Open data
Open data hub: every dataset (JSON/CSV)JSON and CSV under CC BY 4.0. Every value carries its source page and verification date. How we verify pricingThe research method behind every figure on the site.
Pricing data
Software IndexEvery tool we track in one sortable table: entry price, free plan, AI pricing and source. AI Pricing DatabaseHow each vendor bills its AI features: bundled, add-on, metered or quote. Stack Cost CheckerPrice every tool you pay for at list price, saved in a link that re-prices later.Black Friday Software DealsVerified deals plus the discounts you can get today, checked on each vendor’s site.
Original research
The B2B SaaS Sticker Shock IndexCheapest published entry price in 18 categories, ranked.The AI TaxHow 19 AI features are actually billed: bundled, add-on or metered.The Real Cost of a 10-Person Startup StackThree software stacks priced at published entry prices.
Security & compliance
Security & compliance databaseSOC 2, ISO 27001, HIPAA BAAs, and the plan you need for SSO, SCIM and audit logs. How to read security claimsSOC 2 vs ISO 27001, the single sign-on tax, and what “Not published” means.
Where your team works
Offline access databaseWhich tools work without internet, in which app, and what syncs later. Remote vs office guideIP allowlisting, device controls, data residency and office hardware, tool by tool.
Side by side
Security in every comparisonEach head-to-head now compares compliance, sign-in, offline and remote controls. Download the dataJSON and CSV, CC BY 4.0. Every value carries the vendor URL and quote.
Home / The AI Tax
Original Research

The AI Tax: How B2B SaaS Really Prices Its AI Features

Every vendor in our comparisons has bolted AI onto its product in the last two years. Almost none of them price it the same way. We read the fine print across 19 AI features in 14 comparisons and sorted each one into how you actually pay for it; see methodology.

The AI Tax
Bill Belcamino
Bottom line up frontby Bill Belcamino, founder of HelpCompare
Editorial assessment

Bottom line up front: How should I budget for AI features when every vendor charges differently?

Budget by pricing model, not by vendor: of 19 AI features we catalogued, only 4 are bundled free, while 6 are metered, 4 are flat add-ons and 2 need a sales call.

Metered is the hard one. Intercom charges $0.99 per Fin outcome, and Zendesk charges $1.50 committed or $2.00 pay-as-you-go once the included allowance runs out. With a per-outcome price, the definition of the unit matters as much as the rate, so get in writing what counts as a billable resolution and whether a customer who comes back later is charged twice. Then run last quarter's real ticket volume through that rule, spike weeks included, and set a spending cap or alert before launch, because a product launch or an outage can multiply support contacts overnight. Treat the table as a snapshot, since HubSpot's Breeze and Slack's AI add-on both changed within the last 12 months.

My read of the verified data on this page. Disagree or spot an error? Tell Bill

“AI included” means at least four different things depending on who’s selling it: free and bundled into a plan you already pay for, a flat add-on fee stacked on top, a metered/credit system that scales with usage (and is genuinely hard to estimate in advance), or a custom-quote hybrid you can’t price at all without a sales call. Of the 19 AI features we catalogued, only 4 are truly free-bundled with no extra cost. 6 are metered or credit-based, the least predictable model, since your bill moves with usage. 4 are flat-fee add-ons. 2 are locked behind custom quotes.

Key findings

  • Of 19 AI features across 14 B2B software comparisons, only 4 are bundled free with no extra cost.
  • 6 are metered or credit-based, the least predictable model because the bill moves with usage.
  • 4 are flat-fee add-ons, and 2 cannot be priced at all without a sales call.
  • Video conferencing is the only category where every vendor we track (Zoom, Google Meet, Webex) bundles its AI assistant free.

Cite this research: HelpCompare, “The AI Tax: How B2B SaaS Really Prices Its AI Features” (September 2026), https://helpcompare.com/the-ai-tax/. Download: CSV, or the full HelpCompare dataset (JSON and CSV). Free to reuse under CC BY 4.0 with attribution.

Every AI feature, and how you actually pay for it

CategoryToolAI featurePricing modelWhat it actually means
Video ConferencingZoomAI CompanionBundled freeIncluded free on all paid plans
Video ConferencingGoogle MeetGemini AI notesBundled freeFolded into paid Workspace editions, no separate fee
Video ConferencingWebexAI AssistantBundled freeBuilt-in noise removal, highlights & transcription on paid plans
Team CommunicationSlackAI search, recaps, translationBundled freeFolded into Business+ tier; separate paid AI add-on discontinued Aug 2025
Team CommunicationMicrosoft TeamsCopilotFlat-fee add-onPaid Copilot add-on on top of your base plan
Project ManagementMondayAI creditsMetered / credit-basedBundled into every tier but capped — 1,000 credits on Basic, up to 3,000 on Pro
Project ManagementClickUpBrain / Brain2Flat-fee add-onSeparate paid add-on: Brain AI $9/user/mo, or Everything AI $28/user/mo (monthly billing)
Project ManagementAsanaAI StudioMetered / credit-basedCredit-based, embedded in workflows, starting near 50,000 credits/mo
CRM PlatformsHubSpotBreeze AI agentsMetered / credit-basedMoved from flat inclusion to outcome/credit-based pricing in 2025–2026
CRM PlatformsSalesforceAgentforce for SalesFlat-fee add-onIncluded only in Max ($550/user/mo); a paid add-on from $125/user/mo on Core and Advanced; not offered on the Free, Starter or Pro Suites
CRM PlatformsPipedriveAI report/email draftingFlat-fee add-onGated behind Premium+ tiers
Customer SupportIntercomFin AI outcomesMetered / credit-based$0.99 per Fin outcome, pure pay-per-use
Customer SupportZendeskAI resolutionsMetered / credit-basedIncluded allowance per agent, then $1.50 per automated resolution (committed) or $2.00 pay-as-you-go
E-Signature & Document WorkflowDocuSignIntelligent Agreement Mgmt + Iris AINew — pricing unclearNew 2026 suite; full pricing breakdown not yet public
E-Signature & Document WorkflowPandaDoc—No major AI pushNo major AI push disclosed as of this writing
Cold Email & Sales EngagementInstantlyAI Reply Agent + AI Sales AgentMetered / credit-basedIncluded on mid/high tiers, credit-gated at scale
Cold Email & Sales EngagementSmartleadAI reply/sales agentNo major AI pushNot positioned as a core feature
Sales Engagement (Enterprise)OutreachOmni conversational agentCustom quote hybridSeat + AI-credit hybrid pricing, custom quote only
Sales Engagement (Enterprise)SalesloftSales Strategist AgentCustom quote hybridPer-seat, custom quote only

Classification reflects each vendor’s publicly published pricing as of September 2026. AI pricing is changing faster than almost anything else in this market; several of these models shifted within the last 12 months (HubSpot’s Breeze moved from flat inclusion to credit-based; Slack discontinued a paid AI add-on entirely). Check the linked comparison for the most current detail.

What stands out

Video conferencing is the one category where AI is unambiguously free right now: Zoom, Google Meet, and Webex all bundle their AI assistant into paid plans with no metering. Everywhere else, the picture is messier. Customer support tools price AI per-resolution (Intercom’s $0.99/resolution is at least transparent about it; Zendesk bundles the same idea into a murkier tiered allowance). Project management is split three ways in a single category: Monday bundles capped credits, ClickUp charges a separate flat fee, and Asana meters by credit. That is three different tools solving the same problem with three different pricing philosophies. And at the high end, Outreach and Salesloft won’t tell you what their AI agents cost at all until you’re on a sales call, which is itself a signal worth noting.

The practical takeaway

If a vendor’s AI feature is metered or credit-based, ask for your expected monthly usage translated into a worst-case dollar figure before you sign, not just the per-unit rate. A $0.99-per-resolution model sounds cheap until support volume triples during a product launch. Bundled-free AI (Zoom, Google Meet, Webex, Slack) is the only category here where the sticker price is the real price.

Methodology & caveats

We searched the full text of our own comparison pages for every mention of “AI” and manually classified each distinct AI feature into one of five pricing models based on the vendor’s own published pricing page. Vendors that disclose only “contact sales” for their AI tier are marked hybrid/custom-quote. This is a snapshot, not a permanent ranking; AI pricing in B2B SaaS is moving faster than any other part of these vendors’ price sheets, and several models here will likely change within the year.

Comparisons behind this report

More original research from HelpCompare

Original Research
The B2B SaaS Sticker Shock Index
Original Research
The Real Cost of a 10-Person Startup Stack
Featured Deep Dive

Woodpecker vs Instantly: the full breakdown

Cost-per-lead math, deliverability tooling, and a total-cost-of-ownership calculator for both platforms.

Read the Head-to-Head
Featured Deep Dive

Smartlead vs Instantly: the full breakdown

Unlimited mailbox infrastructure vs. a built-in 450M+ lead database — full pricing tiers and a live cost calculator for both platforms.

Read the Head-to-Head
Featured Deep Dive

Outreach vs Salesloft: the full breakdown

Two enterprise sales engagement leaders, quote-only pricing, and the 2025 Salesloft/Drift security incident worth knowing about.

Read the Head-to-Head
Featured Deep Dive

Apollo.io vs ZoomInfo: the full breakdown

Transparent self-serve pricing vs. the category’s opaque enterprise data giant — full pricing tiers and a live cost calculator.

Read the Head-to-Head

Download the Full Dataset

All 19 AI features from the table above (category, vendor, pricing model, and what it actually means) as a clean CSV. Free to reuse with attribution (CC BY 4.0). Re-published quarterly as vendor pricing changes.

Download CSV →

From shortlist to switched

Built for the leader who owns the selection, answers for the spend, drives the rollout, and lives with the results. HelpCompare covers the whole decision, not just the first step.

01 · CompareWhich tool fits your team, side by side.132 comparisons 02 · Price & approveSourced, dated pricing and a one-page brief for sign-off.Decision brief 03 · SwitchWhat moves, what you rebuild, what it costs.264 guides 04 · ShareDownload and cite the data. CC BY 4.0.Open data
Bill Belcamino, founder of HelpCompare
About the author

Bill Belcamino

Founder and author, HelpCompare

Engineer by training, operator by experience, marketer by choice. Bill spent eight and a half years as an engineer at HP, was COO of Auctiva (the number one third-party selling platform on eBay, past 200,000 users) and ran Google’s $70M/year search syndication partnership at Alot.com. Then he spent 13 years building his own web properties with his own money at stake. He has bought, trialled, integrated and cancelled more SaaS tools than he can count, and started HelpCompare because the real cost of switching tools is the part nobody covers.

“I’ve sat on both sides of the table: the agency recommending the tool and the client paying for it.”

Researched and fact-checked by the HelpCompare team. No paid sponsorships, no affiliate commissions.

Read Bill’s story How we verify pricingSpot an error? Tell Bill