Product · Classification

Know what every document is
before a human touches it.

Classification applies your label taxonomy to every document as it enters the pipeline. Build classifiers with confidence thresholds, run them on demand or in batch, and refine against test fixtures in the classification lab before publishing to production.

See it in action
Document Classifier1 processing
Input DocumentMeridian_Property_Submission_2024.pdf
Label evaluation
Document Type
Confidence
87%
Matched label
Property Submission
91%
Threshold: 0.75 ✓ met
Routed to
Property Underwriting Queue
Assigned · 09:14:03
Evaluating label
Casualty Correspondence
42%?
Threshold: 0.75 — pending
Awaiting threshold
Routing suspended…
Evaluating…
1 document · 1 label resolved1 label resolved
Key capabilities

Build, run, and refine classifiers
against your document universe.

Classifier builder

Define multi-class label taxonomies specific to your operation. Set confidence thresholds per label, version every configuration, and publish when ready — with full rollback if a new version underperforms.

Classification runs

Run classifiers on demand or against document batches. Every run records status, timing, and results. Full run history lets you compare classifier versions against the same document sets.

Classification lab

A test harness with fixture documents lets you validate label assignments side by side before any classifier reaches production. Refine thresholds, inspect edge cases, and ship only when confident.

How it works

From label definition to production routing in three steps.

1
Build the classifier

Define your label taxonomy — document types, subtypes, routing categories — and set confidence thresholds for each. Version the configuration so every change is tracked and reversible.

2
Run against documents

Execute the classifier on demand or in batch. Results land in run history with per-document label assignments, confidence scores, and timing. Compare across classifier versions on identical document sets.

3
Inspect, refine, publish

Open the classification lab, load fixture documents, and review label assignments against expected results. Adjust thresholds, re-run, and publish when the classifier performs to your standard.

From the field
Classification alone replaced *two hours of daily triage.* Documents arrive labeled and routed — the team starts on the work, not the sorting.
Underwriting Manager, Specialty Lines
The Ecosystem

Built for how the industry actually works.

Quovy does not pitch core replacement. Tech leaders know how painful that is. We thread through the homegrown patchwork specialty teams have stitched together over years.

Guidewire
Duck Creek
Majesco
Origami Risk
Salesforce FSC
Snowflake
LexisNexis
Verisk
Applied Epic
Vertafore
OneShield
Socotra
Insurity
Sapiens
IVANS
EZLynx
ServiceNow
In-house
Guidewire
Duck Creek
Majesco
Origami Risk
Salesforce FSC
Snowflake
LexisNexis
Verisk
Applied Epic
Vertafore
OneShield
Socotra
Insurity
Sapiens
IVANS
EZLynx
ServiceNow
In-house
Outlook
Gmail
SharePoint
OneDrive
Google Drive
Excel
Google Sheets
Google Docs
Word
PowerPoint
AWS
Azure
Google Cloud
OFAC
SEC
Slack
Microsoft Teams
Moody's
NAIC
Dun & Bradstreet
Outlook
Gmail
SharePoint
OneDrive
Google Drive
Excel
Google Sheets
Google Docs
Word
PowerPoint
AWS
Azure
Google Cloud
OFAC
SEC
Slack
Microsoft Teams
Moody's
NAIC
Dun & Bradstreet
Classification

See Classification in action.

Walk through a live classifier build, run, and lab review against a real submission document set.