ScoringFactory for Sales

Rank your market. Against your ICP.

Reps waste quarters on the loudest accounts instead of the ones that actually fit. ScoringFactory scores every account and contact against your ICP, ranks the whole market, and shows the evidence behind every fit score. Your team works the accounts most likely to close, with receipts they can trust.

The problem

Your pipeline is full. Of the wrong accounts.

Reps optimize for whoever answers, not whoever fits. Qualification drifts from rep to rep, and the pipeline fills with logos that were never going to close.

Loudest, not likeliest

Reps chase the accounts that reply fastest and shout loudest, not the ones that match your best customers. Effort goes where attention is easy, not where revenue is.

Inconsistent qualification

Every rep grades fit differently, and the bar moves with the quota clock. Deals that look strong in the CRM fall apart on the first real call.

Poor-fit logos everywhere

Forecasts inflate with accounts outside your ICP. Leadership loses trust in the number, and reps burn cycles on demos that never had a chance.

How it scores accounts and contacts

It reads the real record. Then ranks it against your ICP.

Onboarding builds a company brain from your ICP and how your team actually decides. From there, scoring runs at the scale of your whole market.

01 Reads the record

Reads the real firmographic and signal record.

  • Firmographics, not guesses. Segment, size, industry, tech stack, and geography pulled from the real record.
  • Signals that matter. Hiring, funding, expansion, and intent, read from the sources you already trust.
  • Accounts and contacts. The buying committee, not just the logo, scored against who actually closes.
See what it connects to
record: Northwind Logistics
SG
Segment
Logistics · Enterprise · North America
Fit
HD
Headcount
2,400 staff · 18% YoY growth
Fit
SN
Signal
Hiring 12 ops roles · new RFP posted
Intent
TK
Tech stack
Runs a competing tool up for renewal
Timing
02 Calibrated to your ICP

Calibrated to your ICP, across every dimension.

  • Your bar, not a template. Weighted on the dimensions your best deals actually share.
  • Five dimensions. Fit, Intent, Reachability, Timing, and Expansion, scored per account.
  • Every point traces back. Click any number to see the exact line of evidence behind it.
See how onboarding works
icp fit: Meridian Freight · 91 / 100
Fit94
Intent88
Reachability72
Timing83
Expansion79
03 Writes back to the CRM

Scores land in the CRM so reps prioritize instantly.

  • Written where reps work. Fit scores and evidence land as fields on the account, no re-keying.
  • Ranked queues. Reps open a prioritized list, top of the market first.
  • Defensible in pipeline review. Every priority comes with the receipts behind it.
See the write-back
crm: priority queue · written back
1
Northwind Logistics
ICP fit 96 · work first · 4 signals
96
2
Meridian Freight
ICP fit 91 · renewal window open
91
3
Halcyon Systems
ICP fit 78 · nurture the champion
78
Your stack

Reads your CRM and enrichment. Writes the score back.

ScoringFactory plugs into the tools your team already runs. It reads accounts and contacts, scores them against your ICP, and writes the result back where reps work.

SFSalesforceAccounts and contacts
HSHubSpotDeal flow and ICP
APApolloEnrichment and signals
CLClayEnrichment waterfalls

Fit scores and evidence write back as fields on the account, so reps prioritize inside the CRM without changing how they work.

See all integrations
Why it works

Focus where it pays off. And defend every call.

When reps work a ranked market instead of a raw list, focus goes up, win rates follow, and prioritization holds up in every pipeline review.

Top 5%
Focus

Work the accounts that fit

Reps open a ranked queue and start at the top of the market. The 90% that never matched your ICP drop out of the daily grind.

Higher win rate
Conversion

Sell to the likeliest, not the loudest

Time shifts to accounts that share the traits of your best closed deals. Better fit in, better conversion out.

100%
Defensible

Prioritization you can defend

Every fit score traces to the exact line of evidence behind it. Stand behind the priority list in front of leadership, with receipts.

Still wondering?

What sales, RevOps, and security will ask.

How do you calibrate to our ICP?+

Onboarding is a guided engagement, not a 60-second form. We build a company brain from your ICP and how your team actually decides: your best customers, your rubric, and the traits behind a real yes. Then we calibrate scoring across Fit, Intent, Reachability, Timing, and Expansion, and validate it on your own accounts before rollout.

How does the CRM write-back work?+

Scores and evidence write back as fields on the account and contact in Salesforce, HubSpot, Attio, or Pipedrive. Reps get a ranked, prioritized queue inside the CRM they already use, with no re-keying and no new tab to babysit.

Which enrichment sources do you read?+

We read the real firmographic and signal record from the providers you already run, including Apollo, Clay, and LinkedIn, alongside your CRM. Enrichment feeds the score, and every point stays traceable to the source that earned it.

Which model runs the scoring?+

ScoringFactory is model-agnostic. Run scoring on OpenAI, Claude, or Gemini, in your own cloud tenant, or with your own key. Your data is never used to train shared models.

How do you handle our data and security?+

Data is encrypted in transit and at rest, stored in an isolated database for each customer, and never used to train shared AI models. We run on SOC 2 Type II certified infrastructure, and a DPA is available on request.

Rank your market. Work the ones that fit.

Score every account and contact against your ICP, write the result back to your CRM, and let reps focus on the accounts most likely to close.

Encrypted in transit & at rest · Isolated database per customer · SOC 2 certified infrastructure