AI pricing models are shifting fast, and enrichment tools are at the center of that change. Credit-based pricing surged 126% in 2025, according to Growth Unhinged, and Clay's March 2026 pricing overhaul is one of the clearest signals of where the market is heading. Meanwhile, Freckle takes a different path entirely: charge for results, not inputs.
If you're evaluating both tools, the sticker price on any single plan matters less than the underlying value metric. Clay now prices on two separate dimensions: Actions (measuring platform orchestration) and Data Credits (covering marketplace data costs). Freckle charges one credit per successful enrichment output, and if the lookup fails, you pay nothing. The pricing model you choose will shape how your team buys, governs, and forecasts enrichment spend for the next year or more.
This comparison breaks down how each model works, who it fits, and where the tradeoffs land, using public pricing pages, company blog posts, and market analysis from Growth Unhinged.
Summary: Freckle charges one credit per successful enrichment output and nothing for failed lookups. Clay separates pricing into Actions (platform orchestration) and Data Credits (marketplace data). Freckle is the better fit for teams that want legible, predictable enrichment economics. Clay is the better fit for power users who need configurable multi-step GTM workflows across 150+ data providers.
Choose Freckle if your team wants simple, legible pricing tied to successful enrichment. One credit equals one enriched record. No per-seat costs, no workflow modeling, no dual-metric budgeting.
Choose Clay if your team runs complex GTM workflows across many data providers and is comfortable managing Actions plus Data Credits as separate budget line items. Clay rewards teams that invest in workflow design and have dedicated operators.
The value metric a vendor chooses tells you who they built the product for. A hybrid model that meters orchestration and data usage separately makes sense when the product supports dozens of workflow paths. An output-based model makes sense when the buyer cares about one thing: did the enrichment succeed?
Pricing also shapes internal buying friction. If your finance team needs a clean cost-per-record number for quarterly planning, a model with two consumption dimensions creates extra work. A model that ties spend directly to successful outputs cuts that burden down to a single line item.
Freckle is a CRM-native enrichment tool built for growth teams, RevOps, marketing operators, founders, and sales leaders. We charge one credit per successful output, meaning you pay only when data actually gets enriched. Operators can start in minutes, and the free plan includes CRM integrations out of the box.
Clay is a highly configurable GTM workflow platform with a marketplace of 150+ data providers, AI research steps, audience syncing, signals, and sequencing. In Clay's March 2026 pricing memo, the company introduced a hybrid model separating platform usage (Actions) from data costs (Data Credits). Clay is built for GTM engineers, advanced RevOps teams, and agencies that want deep configurability.
This comparison draws on public pricing pages, company blog posts, and Growth Unhinged's coverage of AI pricing trends. No customer names, case studies, or internal metrics have been fabricated. Where exact plan prices are unavailable, the article says so.
The biggest risk most RevOps and growth teams face when committing to an enrichment vendor is not picking the wrong feature set. It's picking a pricing model that creates friction with finance, ops, or the operators who actually use the product every day.
That's why this comparison weights four dimensions in order of decision risk:
Our pricing page states it plainly: "Freckle charges on outputs so you only pay when data gets enriched." One credit equals one successful output. If an enrichment attempt fails or returns no data, it doesn't count against your balance.
Freckle is not priced per seat and not priced per query. A five-person growth team and a fifteen-person RevOps org pay the same rate per successful enrichment. The free plan includes CRM integrations, which removes the typical paywall around connecting to HubSpot or Salesforce.
For teams that think in terms of "how much does it cost to enrich 10,000 records," our model gives a direct answer with no need to model workflow steps, AI calls, or data lookups per record.
Clay's March 2026 pricing memo introduced a hybrid structure. Actions measure the work Clay performs: running workflows, executing AI research, applying logic, calling models, and orchestrating GTM processes. Data Credits cover the cost of pulling data from Clay's marketplace of 150+ providers.
Clay's founder post notes that 90% of customers will never hit their Actions limit. The same update announced marketplace data cost reductions of 50% to 90%, and the new Growth plan includes features that previously lived on Pro at a 38% lower price. No existing customer is being forced off their current plan.
Within Clay's Launch and Growth tiers, monthly pricing varies based on the data credit level a team selects, while each tier includes a fixed Actions allocation. The hybrid model gives power users granular control over spend, and teams running complex multi-step workflows with varied data sources benefit from the ability to mix and match providers inside a single platform.
DifferentiatorFreckleClayValue metricSuccessful outputsActions + Data CreditsBuyer experienceLegible, single-unit economicsFlexible, multi-dimensionalSpend logicPay when enrichment succeedsMetered orchestration + metered data usage
Example: A team enriches inbound leads with 4 data points (company, title, email, LinkedIn URL), runs 2 CRM lookups to check for duplicates, then triggers an HTTP action to push clean records to a sequencer. In Freckle, that costs 4 credits, one for each successful enrichment output. The CRM lookups and HTTP action don't consume credits because they aren't enrichment outputs.
In Clay, the same workflow consumes 4 or more Data Credits depending on the email waterfall and provider mix, plus at least 3 Actions for the CRM lookups and HTTP step. The difference compounds at volume: at 2,000 leads per week, Freckle's cost stays proportional to successful enrichments, while Clay's cost depends on both the data provider mix and the total Actions consumed across the workflow.
Output-based pricing makes quarterly forecasting straightforward. If your team enriches a predictable volume of records each month, multiplying that count by the per-output cost gives you a budget number you can hand to finance without caveats.
Our model also reduces the risk of unexpected overages. Since failed enrichments don't consume credits, there's no penalty for messy or incomplete source data. Teams with high volumes of partial CRM records (a common scenario in fast-growth companies) benefit from paying only for records that actually get filled.
Forecasting with Clay's hybrid model requires more assumptions. A team needs to estimate the Actions their workflows will consume and the Data Credits their chosen providers will cost. Different workflow designs can produce materially different spend profiles for the same underlying use case.
Clay's founder post says 90% of customers stay within their Actions limit, which offers a useful guardrail. Still, teams running experimental or evolving workflows may find that spend shifts as they iterate on design. Dedicated governance from a RevOps lead or a Clay-trained operator helps keep budgets on track.
DifferentiatorFreckleClayBudget predictabilityHigher (single output metric)Lower (two consumption dimensions)Budget governanceSimpler internal reportingNeeds usage modeling and monitoringPlanning modelOutcome-basedUsage-based with separate orchestration and data costs
Example: A RevOps team needs to present a quarterly enrichment budget. With Freckle, the team can model spend using historical record volumes and a known per-output rate. With Clay, the team needs to layer in assumptions about workflow complexity, provider mix, and Actions consumption. If the team redesigns a workflow mid-quarter (adding a new data source or an extra AI research step), the budget model needs to be updated.
Freckle is built for operators who want enrichment without workflow engineering. Users can query their CRM data using natural language, run enrichments, and sync results back to HubSpot or Salesforce. Because Freckle doesn't expose dozens of workflow steps, AI model calls, or provider selection screens, a single-metric billing system is the natural fit. One action (enrichment) produces one billable event (a successful output).
Clay supports a wide range of GTM workflows: data waterfalls, audience syncing, signal detection, AI-driven research, and multi-step sequences. That breadth is exactly why a hybrid pricing model makes sense for Clay. Different workflows consume different amounts of compute, data, and orchestration.
Operating Clay well often requires a dedicated operator or an external agency. The pricing model requires awareness of how the two consumption dimensions interact across different workflow designs, which adds a planning layer that simpler enrichment tools don't demand.
DifferentiatorFreckleClayUser profileOperatorsPower users, GTM engineersSetup burdenLower (minutes to start)Higher (workflow design needed)Pricing fitSimpler enrichment workflowsComplex, multi-step GTM workflows
Example: A five-person GTM team needs to enrich inbound leads fast. With Freckle, one operator can connect a CRM, run enrichment, and see results in minutes, paying only for records that come back filled. With Clay, the team gains far more control over data sources and workflow logic, but someone needs to design, test, and maintain those workflows, and the billing model requires understanding both consumption dimensions before committing budget.
Best for: Growth teams, marketing operators, and RevOps leads who want predictable enrichment economics without dedicated workflow administration.
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Best for: GTM engineers, agencies, and advanced RevOps teams that want a configurable platform for multi-step workflows across 150+ data providers.
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Both Freckle and Clay publish tiered plans. Clay's pricing varies within each paid tier based on the data credit level selected, while Actions are allocated as a fixed amount per tier. Freckle's pricing scales based on credit volume, with each credit representing one successful enrichment output.
Based on Clay's public pricing page and Clay's March 2026 pricing memo:
TierMonthly PriceData CreditsActionsNotable InclusionsFree$0100500/monthUnlimited seats and tables, multi-provider waterfalls, up to 200 rows/table, Claygent enrichment, BYO API key, Clay sequencerLaunch$167 to $1,967/month2,500 to 50,00015,000/monthPhone number enrichments, job change signals, up to 50,000 rows/table, email campaigns via integrations or natively in ClayGrowth$446 to $2,097/month6,000 to 50,00040,000/monthEverything in Launch plus CRM auto-sync and enrichment, HTTP API integrations, webhook signal automation, web intent signals, 1 ads audience, priority supportEnterpriseCustomCustomCustomEverything in Growth plus data warehouse sync, 2 ads audiences (more via add-on), unlimited rows with Audiences (Beta), SSO, RBAC, workbook-level credit budgets, viewer roles, dedicated growth strategist
Clay's Launch tier starts at $167/month with 2,500 data credits and scales up to $1,967/month at 50,000 data credits, all with 15,000 Actions included. Growth starts at $446/month with 6,000 data credits and scales to $2,097/month at 50,000 data credits, with 40,000 Actions included.
Based on Freckle's public pricing page:
TierMonthly PriceCreditsNotable InclusionsFree$0100 starter creditsCRM integrations, web search and scraping, waterfall enrichmentsBuild$99 to $349/month2,500 to 10,000Everything in Free plus phone number enrichments, HTTP API connections, BYO API keysScale$599 to $1,999/month20,000 to 80,000Everything in Build plus faster enrichment speed, dedicated Slack support, priority support queueEnterpriseCustomCustom credit packagesEverything in Scale plus monthly team table builds, bulk pricing discounts
Freckle's credits are consumed only on successful outputs. A team purchasing the Build plan at $99/month gets 2,500 credits, meaning 2,500 successful enrichments. Scaling to 10,000 credits raises the cost to $349/month within the same tier.
DimensionFreckleClayEntry (Free)100 output credits, CRM integrations included100 data credits, 500 Actions, unlimited seatsMid-TierBuild at $99 to $349/month (2,500 to 10,000 credits); Scale at $599 to $1,999/month (20,000 to 80,000 credits)Launch at $167 to $1,967/month (2,500 to 50,000 data credits, 15K Actions); Growth at $446 to $2,097/month (6K to 50K data credits, 40K Actions)EnterpriseCustom credit packages, bulk pricingCustom data credits + Actions, SSO, RBAC, dedicated strategistBilling metricSuccessful output creditsActions (platform orchestration) + Data Credits (marketplace data)
The structural difference between these two models matters more than any single tier's sticker price. Freckle's cost scales linearly with successful enrichments. Clay's cost scales across two dimensions, and the ratio between them shifts depending on workflow design and provider selection.
Freckle's onboarding is designed to take minutes. Our CRM-native design means a RevOps lead or marketing operator can connect their CRM, run an enrichment, and see results without engineering support.
Clay's onboarding takes more time. Building effective workflows often requires familiarity with Clay's interface, provider marketplace, and logic tools. Many teams bring in a Clay-certified agency or allocate a dedicated internal operator. Both tools benefit from having a CRM admin involved to manage field mapping and data hygiene.
When evaluating total cost of ownership, track these KPIs across both tools:
Freckle's single-output metric makes the first two KPIs straightforward to track. Clay's flexibility makes admin time and adoption rate more variable depending on team capability and workflow complexity.
Freckle fits lean GTM teams where one or two operators own the enrichment workflow. No per-seat pricing and minimal setup requirements mean a small team can get full value without dedicating headcount to tool administration.
Clay fits teams with staffed operations functions: an internal GTM engineer, a RevOps team with Clay expertise, or an external agency. The configurability rewards investment in workflow design, but that investment requires either skill or budget.
Freckle excels in:
Clay wins in:
Freckle, backed by $1.9M in pre-seed and a $4M seed round, is expanding into ads (currently in beta) and deepening CRM-native capabilities. Clay continues to build out its ads, signals, audiences, and workflow platform. Support SLA details are not publicly available for either tool at the time of writing.
Freckle says users can start in minutes, and the product's design supports that claim for straightforward enrichment use cases. Clay's onboarding timeline varies based on workflow complexity, but most teams should expect a longer ramp, especially when building multi-step workflows for the first time.
Freckle is natively built for HubSpot and Salesforce, which makes it a natural fit for teams whose CRM is the center of their data operations. Clay supports a broader range of GTM integrations, including ad platforms, sequencers, and 150+ data providers. Your CRM posture and workflow breadth should guide the choice.
Output-based pricing is easier to model because it has a single variable: how many records will you successfully enrich? Clay's hybrid model requires estimating both Actions consumption and Data Credit usage, which introduces more forecasting assumptions. For quarterly planning, Freckle gives finance teams a cleaner number.
Clay's model supports flexible experimentation across many workflow types, data providers, and AI research patterns. Freckle's output model rewards consistent, repeatable enrichment workflows rather than open-ended exploration. If your team iterates on workflow design frequently, Clay's billing structure accommodates that better.
Yes. Both tools overlap on enrichment, research, and data clean-up use cases. The difference is how they balance configurability with usability, and how that balance shows up in pricing.
Freckle is built for operators and prices accordingly, with a single-output metric that requires no workflow modeling. Clay has steeper operational demands, and teams without a dedicated Clay operator may underutilize Clay's capabilities.
FeatureFreckleClayPricing clarity✅ Single output metric⚠️ Dual metric (Actions + Data Credits)Workflow flexibility⚠️ Narrower configurability✅ Broad, multi-step workflowsBudget predictability✅ Easier to model⚠️ More assumptions requiredOperator usability✅ Strong fit for most operators⚠️ Steeper rampPower-user depth⚠️ More constrained✅ Stronger for GTM engineers
Choose Freckle when your team wants legible unit economics tied to successful enrichment, when your operators are not workflow engineers, when you lack a dedicated workflow admin, and when you need CRM-native execution in HubSpot or Salesforce. Output-based pricing removes the planning burden that comes with modeling orchestration costs and data costs separately.
Clay remains the stronger choice for power users, GTM engineers, and teams that need a configurable multi-step workflow platform with a deep data marketplace and are willing to manage the complexity that comes with it.
If predictable enrichment economics and fast onboarding matter to your team, a live demo is the fastest way to see how Freckle's model works against your actual CRM data.