Subject line read as automated
Subject: 'Quick question about {{company}}'
41% marked it spam. Rewritten with a specific reference. Reply rate 3×.
Paste your sequence. 500 ICP buyers tell you whether they'd open, reply, ignore, or mark as spam. Per email. Best subject line of the variants. Most common objection. In 60 seconds.
No card. No signup. Three free checks in your first minute.
Your full sequence. Up to 8 emails. Up to 5 subject-line variants per email.
The ICP you're sending to. B2B SaaS dev-tool buyer, marketing-led SaaS, etc.
500 ICP buyers per email decide: open, reply, ignore, mark as spam. Per variant.
Predicted open + reply rate, spam-trigger phrases, best subject line, top objection.
Verdict, sentiment distribution, verbatim quotes from 500 simulated ICP buyers, the most common objection, friction points, recommendations. One artifact you can paste into your team Slack and act on tomorrow.
Subject: 'Quick question about {{company}}'
41% marked it spam. Rewritten with a specific reference. Reply rate 3×.
Sequence open rate fine; reply rate collapsed at email 2.
Email 2 read as 'pushy follow-up.' Rewritten as a useful link. Conversion through to email 4.
Closing CTA: 'Worth a 15-min call this week?'
ICP read 'sales call.' Switched to 'I'll send a 90-second Loom, want it?' Replies +44%.
No. Every check runs through nine independent corrections: a multi-model ensemble across multiple independent frontier model families, calibration against historical ground truth, revealed-preference weighting, and distribution-shape matching. One model wrapped in a persona prompt is one model's opinion. We give you 500.
87% median accuracy across calibrated SaaS clusters, audited monthly. Every cluster is dated, sourced, and visible on the validation page. If a cluster drifts below 80%, we pause it automatically.
Pre-built clusters for B2B SaaS buyers (SMB and mid-market), indie hackers, dev-tool buyers, marketing-led SaaS, sales-led SaaS, PLG users, agency owners, and API-first buyers. New clusters land monthly. See the audiences page for status and accuracy.
Today the calibrated SaaS clusters are the focus. The same engine powers our enterprise customers' B2C work, see the enterprise page for that. If you're a SaaS founder targeting consumers, the indie-hacker and product-led clusters are the closest fit while we calibrate B2C-specific SaaS audiences.
No card. No sales call. Three live reactions in your first minute.