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
|
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 example — real data, real output, real recommendations.
Read-only access only. Set up together on a call. Your data stays in your HubSpot.
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.