Factors.ai vs Humblytics in 2026: Account identification vs revenue-verified A/B testing
Factors.ai tells you which companies are worth chasing. Humblytics tells you which landing page variant actually made money, verified against your own Stripe account.
Factors.ai
Humblytics- Humblytics scores A/B test winners by actual Stripe MRR generated, not click-through rate or proxy conversion metrics. Factors.ai has no A/B testing feature at all.
- Factors.ai identifies and unmasks the companies behind anonymous website traffic. Humblytics has no company identification feature; it tracks anonymous, cookieless sessions tied to revenue outcomes.
- Humblytics starts at $19 per month with a 14-day free trial and no credit card required. Factors.ai has no free tier and starts at $199 per month with no published trial.
- Both tools ship an AI agent interface: Factors.ai's MCP feeds GTM account context to AI agents, while Humblytics's Agent API lets Claude or Codex run the A/B testing loop on the Business plan.
- Factors.ai automates LinkedIn ad targeting through AdPilot. Humblytics attributes Meta Ads and Google Ads spend to real Stripe revenue rather than platform-reported conversions, but does not automate ad targeting itself.
- Humblytics is cookieless and requires no consent banner. Factors.ai does not publish equivalent cookie or consent handling in its feature set.
Both Factors.ai and Humblytics target teams spending money on paid traffic, but they solve different halves of the problem. Factors.ai identifies the companies behind your website visits and routes that intent into LinkedIn ad campaigns, starting at $199 a month and scaling to $30,000+/year for its full ABM feature set. Humblytics runs A/B tests scored against actual Stripe revenue rather than click-through rate, starting at $19 a month with a 14-day free trial. One tells you who is showing up; the other tells you which version of your page turned those visits into money.
The tools at a glance
Factors.ai
AI-first ABM platform that turns account intent signals into pipeline actions.
Factors.ai identifies companies visiting your website and unmasks over 75% of that traffic to named accounts on the Basic plan and above. It enriches identified accounts with G2 intent data and firmographic signals, then feeds that intelligence into LinkedIn ad targeting through AdPilot.
The platform is built for B2B revenue teams tracking accounts through a funnel, not for testing which page copy or layout converts better. Full-funnel attribution credits first-touch, last-touch, and influenced interactions across the buyer journey, feeding CRM workflows rather than a testing pipeline.
Pricing climbs quickly with feature depth: $199/month for basic identification, $6,000/year for segmentation and CRM sync, $20,000/year for custom scoring and G2 intent, and $30,000+/year for predictive scoring and LinkedIn impression control.
| Feature | Lite $199/month | Basic $6,000/year | Growth $20,000/year | Enterprise $30,000+/year |
|---|---|---|---|---|
| Company identification | ✓ | ✓ | ✓ | ✓ |
| LinkedIn Ads influence tracking | ✗ | ✓ | ✓ | ✓ |
| Custom account scoring | ✗ | ✗ | ✓ | ✓ |
| Predictive account scoring | ✗ | ✗ | ✗ | ✓ |
Humblytics
Revenue-verified analytics and A/B testing that ties every ad, page, and experiment directly to Stripe MRR.
Humblytics runs A/B tests scored by actual Stripe revenue rather than click-through rate or proxy conversion metrics. It joins each session to the Stripe transaction it produced, so the declared test winner is the variant that made the most money, not the one that got the most clicks.
The platform ships analytics, A/B testing, funnels, and heatmaps from a single cookieless script that requires no consent banner and captures traffic that ad blockers would otherwise hide from tools like GA4. Meta Ads and Google Ads connections attribute spend to real Stripe MRR at the campaign and creative level, correcting for the over-attribution built into platform-reported conversions.
The Business plan adds an open-source Agent API with 12 pre-built skills, letting AI agents in Claude or Codex read test results, rank the next experiments by expected revenue lift, and ship new variants without a human reviewing each step. Pricing starts at $19/month with a 14-day free trial and no credit card required.
| Feature | Plus From $19/mo | Business Contact for pricing | Scale Contact for pricing | Enterprise Custom |
|---|---|---|---|---|
| A/B tests | 1 | 5 | Unlimited | Unlimited |
| Ad attribution (Meta, Google) | ✓ | ✓ | ✓ | ✓ |
| Agent API | ✗ | ✓ | ✓ | ✓ |
| 14-day free trial | ✓ | ✓ | ✓ | ✗ |
Head-to-head feature comparison
| Feature | Factors.ai | Humblytics |
|---|---|---|
| Primary function | B2B account-based marketing intelligence | Revenue-verified analytics and A/B testing |
| Company/account identification | Yes (75%+ unmasked on Basic+) | No |
| A/B testing | No | Yes |
| Revenue-verified test scoring | No | Yes (scored against Stripe MRR) |
| LinkedIn ad automation | Yes (AdPilot) | No |
| Ad spend attribution to revenue | No | Yes (Meta and Google Ads to Stripe MRR) |
| AI agent API | Yes (MCP feeds GTM context to AI agents) | Yes (Business plan, 12 pre-built skills) |
| Free tier / trial | No free tier or trial | Yes (14-day free trial, no card required) |
| Starting price | $199/month | $19/month |
Which should you choose?
Factors.aiHumblyticsHumblyticsFactors.aiHumblyticsFactors.aiFactors.ai and Humblytics both serve paid traffic teams, but at different stages of the funnel. Factors.ai identifies and scores who is showing up before they convert; Humblytics verifies which page or ad variant actually turned visits into Stripe revenue after the fact. A performance marketing team running both Google Ads and Stripe-based checkout could reasonably use Factors.ai to know which accounts matter and Humblytics to know which landing page closes them.
Bottom line
Start with Humblytics if your immediate problem is picking A/B test winners on faith rather than real revenue data; the $19/month entry price and 14-day trial make it an easy first move. Add Factors.ai once your B2B pipeline is large enough, and your budget stretches to at least $6,000/year, that knowing which named companies are behind your traffic changes how your sales team prioritizes outreach.
Frequently asked questions
Can Humblytics identify which company a website visitor works for?
No. Humblytics tracks cookieless sessions and ties them to Stripe revenue outcomes, but it has no company or account identification feature. Factors.ai, which unmasks over 75% of visits to named companies on its Basic tier, is the tool built for that job.
Does Factors.ai offer A/B testing like Humblytics?
No, Factors.ai has no A/B testing feature. It focuses on identifying and scoring accounts, then automating LinkedIn ad targeting from that data. Humblytics is the dedicated tool for revenue-verified A/B testing in this comparison, scoring winners by actual Stripe MRR rather than click rate.
Is Humblytics worth it if I don't use Stripe?
Not for its core differentiator. Humblytics requires Stripe for the revenue-verification features that set it apart from standard analytics tools. You can still use its analytics, heatmaps, and A/B testing without Stripe, but you would be measuring proxy metrics instead of the actual revenue impact the platform is designed to surface.
Which tool is cheaper to start with?
Humblytics, by a wide margin. It starts at $19 a month with a 14-day free trial and no credit card required. Factors.ai has no free tier at all and starts at $199 a month, with the features most B2B teams actually want requiring the $6,000/year Basic plan.
Do both tools support AI agents like Claude?
Yes, but for different purposes. Factors.ai's MCP integration feeds account and GTM intelligence to AI agents so they can take informed actions on pipeline data. Humblytics's Agent API, available on the Business plan, lets Claude or Codex read A/B test results, rank next experiments, and ship new variants in a testing loop.