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AI · Scoring Engine

Lead and opportunity scores that tune themselves.

A composable 0-100 score built from fit, intent, and engagement signals — with weights that auto-tune against your closed-won data every 14 days. No more spreadsheet-defined point systems that go stale by Q2.

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Lead score · live
Composable · 3 signal families
Priya Desai · Stripe (VP, 8K employees)
94
James W · Acme (Dir, 1.2K empl)
81
Sofia B · Figma (Mgr, 3K empl)
68
Marcus T · Notion (IC, 500 empl)
42
Auto-retrain · 9 days until next
Schedule

Everything you need, built in.

The essentials for teams that want to move fast without giving up control.

Fit + Intent + Engagement
Three score components with independent weights. See which one is driving any individual score.
Auto-tuning weights
Every 14 days the model re-weights against your closed-won/closed-lost data. No manual recalibration.
Per-record explanations
Click any score to see top 5 drivers. 'Why is this 94? Title match +22, reply rate +18, company size +14.'
Per-segment scoring
Different models for SMB vs. enterprise, Fintech vs. e-comm. Your ideal Stripe customer isn't your ideal Acme customer.
Signal families

Three scores. One number.

Fit: firmographic match to your ideal customer profile. Intent: behavioral signals — pricing page views, competitor research, role searches. Engagement: email opens, meeting attendance, response velocity. Blend them with weights you control.

  • Fit: company size, industry, tech stack, title match
  • Intent: buying signals from first-party and third-party data
  • Engagement: replies, opens, meeting attendance, recency
  • Custom: add any field as a signal with a single click
Score composition · Priya Desai · 94
Signals with weights
Fit · title + size + vertical match
88 · ×0.35
Intent · pricing page 3×, G2 visit
72 · ×0.30
Engagement · 4 opens, 1 reply in 2h
91 · ×0.35
Composite
94
Auto-retraining

Your scoring model gets smarter every two weeks.

On a 14-day cadence, Atlas ingests new closed-won and closed-lost outcomes and re-weights every signal. If 'VP Revenue' titles started converting 2× better this quarter, the weight for that title goes up — automatically, with audit log.

  • 14-day retrain cycle with before/after accuracy diff
  • Manual retrain on demand (e.g. after new product launch)
  • Audit log for every weight change
  • A/B test new weights in shadow mode before promoting
Retrain log
Last 3 retrains
Apr 05 · AUC 0.84 → 0.87
+3%
Mar 22 · AUC 0.82 → 0.84
+2%
Mar 08 · AUC 0.82 → 0.82
flat

Teams ship revenue with this.

Real-world use cases across every revenue function.

SDRs picking outbound targets
Work 80+ scored leads first. Cut research time by 60% — the score already did the work.
AEs ranking opportunities
Opportunity scoring applies the same engine to active deals. Top-ranked first. Always.
Marketing optimizing MQL handoff
Only pass leads scoring 60+. Fit + intent + engagement gate means SDRs get real prospects, not name-and-email noise.
CS prioritizing accounts at risk
Health-score variant runs on customer accounts. Usage drops + ticket spikes + silent champion = a prioritized outreach list.

Frequently asked questions

How is this different from a rule-based score?

Rules (A-B-C-D, or +10 for VP, +20 for big company) are static and go stale. Our model uses ML weights tuned against your actual outcomes. And you can override ML weights with rules if you prefer — both models supported.

Can I see exactly why a score is what it is?

Yes — top 5 drivers surfaced on every score. SHAP-based explanations for analysts who want deeper visibility.

Can I run this on existing leads?

Yes — bulk-score your entire database on first setup. Typically takes 4-8 minutes for 100K leads.

Keep exploring
Opportunity scoring →Deal prediction →Contacts →Analytics →

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