A normalization system that runs permanently inside your HubSpot instance. Every contact change is intercepted, cleaned, confidence-scored, and written to canonical fields your scoring models can trust. Human review for anything ambiguous. Full audit trail. No manual cleanup required.
Every downstream system in your HubSpot stack is only as reliable as the data underneath it. Lead scoring, territory routing, segmentation, executive reporting. And that data has been accumulating inconsistencies since the first contact was imported.
The standard response is a quarterly cleanup sprint. A RevOps person exports a CSV, normalizes manually, re-imports, and hopes the next batch of dirty records doesn't arrive before the campaign goes out. They always do.
Canon fixes this at the source. Not with a cleanup. With a system.
Canon sits between your raw HubSpot data and every system that reads from it. When a contact or company record changes, Canon fires automatically. It normalizes the affected fields, calculates a confidence score, and either writes the clean value directly or queues it for human review inside HubSpot.
The output is a parallel set of canonical fields your scoring models, routing workflows, and reports read from instead of the raw noise: canon_seniority, canon_department, canon_industry, and 15 others.
| Raw Input | Canon Output | Confidence |
|---|---|---|
| VP Sales & Marketing | Vice President of Sales |
95
|
| sr. software eng | Senior Software Engineer |
92
|
| Acme, Inc. | Acme |
98
|
| Dir. of Ops | Director of Operations |
90
|
| SaaS/Technology | Technology |
71 — review queued
|
| Chief Everything Officer | Flagged for review |
35
|
A VP outreach list built from raw HubSpot fields versus Canon-normalized fields, in our Meridian Analytics demo portal. Same contacts. Same filter intent. The data quality gap is the only variable. Every number below comes from running the portal’s real job titles through the Canon engine.
VP Outreach list build · Meridian Analytics demo portal · 100 contacts in database
VP-Level contacts reached
jobtitle contains “VP”
39 VP-level contacts would have received nothing — buried in abbreviations, “Head of” titles, and typos
Sample contacts — raw vs. canonical
| Raw jobtitle in HubSpot | Campaign | canon_seniority | canon_department |
|---|
Same 100-contact demo portal as the live scan report below. Real job titles, run through the real engine. No campaign results are shown because no campaign was sent — the list itself is the point.
Before Canon normalizes anything, the scan engine runs read-only against your actual contacts. It surfaces what's broken, scores overall data health, and ranks the issues by downstream impact. The report below is a live scan of our demo portal — real engine, real output, real recommendations.
Read-only access only. Set up together on a call. Your data stays in your HubSpot.
Canon's engagement layer scores email engagement nightly and writes what it finds into canonical fields, so decay shows up in the same place your scoring, routing, and reporting already read. No new dashboard. The fields go quiet loudly.
Status bands · days since last email open or click
Contacts are rescored overnight from native HubSpot email activity: a 0–100 engagement score, then a status in one of the four bands.
Score and status land in canon_engagement_score and canon_engagement_status from the schema above, with four supporting fields tracking days since engagement, when the score was last calculated, and the source and time of the last re-engagement.
A summary digest lands in Slack each night, surfacing decay movement. Recoveries the real-time path doesn't cover, like an At Risk contact re-engaging, show up here.
When a Cold or Dormant contact opens or clicks an email, their status flips back to Active and a Slack alert fires with the contact's context, including the seniority, persona, and ICP tier the normalization engine maintains. This is the one transition that triggers in real time; everything else waits for the nightly run.
The layer stops at the alert. What to do with a returning contact stays with your team.
When Canon flags a change for human review, it surfaces directly on the contact or company record in HubSpot as a native app card. Your RevOps or Marketing Ops person sees the raw value, the suggested canonical value, the confidence score, and Canon's reasoning.
One click to approve. One click to reject. The decision is logged either way.
No separate dashboard to log into. No CSV to review. It lives in HubSpot, where the work already happens.
Canon is production-ready and running. We're not looking for beta testers. We're looking for the right first clients. Teams where CRM data quality is an active problem, not a background annoyance. Where lead scoring, routing, or reporting is quietly unreliable because the raw fields feeding them can't be trusted.
Early access is not self-serve. It's a guided rollout with direct support while we sharpen the product against real portals.
Clean fields mean your lead scoring model works. Routing rules fire correctly. Campaign segmentation hits the right people. Reports reflect reality. Canon doesn't replace those systems. It makes them reliable.