Pay per token, only what you use

Plan	Price	Allowance	Rate
Free	Free	$20	Standard
Analyst Starter	$20/month	$20/mo	15% off
Research	$99/month	$99/mo	At cost
Top-up Pack	$50	$50	Standard

Billed based on LLM usage at your plan rate. Subscription allowance used first, resets monthly.

How pricing works

Pay only for the actual LLM tokens used to process each row, plus a markup based on your plan.

We tune on LLM research agents to answer correctly for the least cost, to make it affordable to process large datasets.

Subscription allowance gets used first each month. Need more? Buy a $50 top-up pack or continue at your plan rate. No surprise bills.

Cost scales with task difficulty, but is always affordable.

Score every row with web research

3-6¢ per row

Task	Rows	Cost	Per row
Lead scoring by ICP fit	1,000	$13	1.3¢
S&P 500 turnover risk	429	$21	4.9¢
Score investment firms	500	$28	5.6¢

Filter every row with web research

0.4-0.7¢ per row

Task	Rows	Cost	Per row
Thematic stock screening	502	$3.29	0.7¢
Find founder-led companies	502	$3.13	0.62¢

Join tables using research to match rows

0.2-1.3¢ per row

Task	Rows	Cost	Per row
Company → Ticker	438	$1	0.23¢
Contact matching	1,176	$5.10	0.43¢
Product → Vendor	1,996	$25	1.26¢

Deduplicate with research-backed matching

0.1-0.35¢ per row

Task	Rows	Cost	Per row
CRM deduplication	200	$0.39	0.20¢
Company dataset	500	$1.50	0.30¢
ML training data	3,000	$4.21	0.14¢

Research every row and add what you find

1–11¢ per row

Task	Rows	Cost	Per row
SaaS pricing lookup	246	$6.68	2.7¢
Classify job postings	200	$1.74	0.9¢
PyPI package metadata	300	$3.90	1.3¢