EveryRow Scorer

Research, then score

A researcher scores each row, gathering evidence from the web. Rank leads, suppliers, investments, or anything else by criteria no spreadsheet formula can evaluate.

Try Rank freeGive to your AI

▶ 2-min demo video coming soon

Diagram showing companies ranked by data fragmentation risk: Global Logistics Partners scores 95, CloudFirst Startup scores 5
3–6¢per row
Hundreds of rowsin minutes
Screenshot showing companies ranked by data fragmentation risk scores

Rank Firms

Score 1,000 companies by data fragmentation risk. Research every one of them.

$13 for 1,000 leads • 1.3¢/row

Histogram showing S&P 500 companies by management turnover rate

Rank by Turnover Risk

Identify S&P 500 companies with unstable leadership by researching C-suite churn.

$21 for 500 companies • 4¢/row

📊

vs Clay: $28 vs $145+

Score Leads Without CRM

Score your leads by need for your product. No data required, EveryRow will research them.

500 leads for $28, vs $145+ for Clay

Give your AI a team of scorers

Claude Code

claude mcp add everyrow --scope project --transport http https://mcp.futuresearch.ai/mcp

Then ask Claude to rank your data.

Python SDK

pip install everyrow

from everyrow.ops import rank
result = await rank(
  task="Score by likelihood
    to need data tools",
  input=leads_df,
  field_name="score"
)

Pricing

Start with $20 in free credits. No credit card required. Costs vary based on research complexity—simple metrics cost less, web research costs more.

Case studyRowsResearchCost
Research permit times75Government sites$4
Score investment firms by fit500Deep web research$28
Rank S&P 500 by turnover risk500Financial research$21
Score B2B leads by ICP fit1,000From spreadsheet$13

Why costs vary

Scorers run LLM-powered web research agents on your data. Sometimes it easily finds reliable evidence. But often agents need to cross-reference multiple data sources and work out what is credible and timely. We measure this on Deep Research Bench. You only pay for the intelligence each row needs.

Resources

Case Studies

SDK Docs

Case Studies

Start ranking your data

Start with $20 free credit. No credit card required.

Try Rank freeSee pricing