VisionQ

Software that looks at things and refuses to guess.

A verdict arrives with its measurement. A count arrives with the range it can be trusted in. A model arrives with the hash that identifies it. Five products, each shown with the status its own repository states, on the date it was read.

See the productsRead the status ledger
Illustrative examples. Nothing here was measured, and no example is a customer or qualified production record.
01Capture
An industrial camera and ring light inspecting a machined component on an edge-connected station.
02Measure
The same camera station with restrained feature contours, a region of interest and measurement brackets.
03Prove

What a run keeps

Program kept whole
The program exports and imports as a unit.
Frame kept by its hash
The analysed image is identified by its sha256 and stays with the run.
Package and boundary recorded
Which package would run, and where, is part of the record, including when no approved model exists.
A person decides
The accepted or corrected value is what the step records.
01Capture
A top-down capture of a tall precision-machined aluminium bracket.
02Measure
The same machined bracket with restrained bore contours, centerlines and dimensional guides.
03Prove
PASSIllustrative result
Part ID
BRK-7421-A
Observed
Ø28.498 mm
Acceptance rule
Ø28.50 ± 0.05 mm
Measurements
8
Out of tolerance
0
Uncertainty
≤ 0.02 mm
Provenance
Synthetic fixture
Example runDEMO-MFG-DIM-01
Open the operator example
01Capture
A top-down inspection capture of a compact printed circuit board assembly.
02Measure
The same circuit board with restrained component, trace and solder-joint inspection contours.
03Prove

What a run keeps

Frame kept by its hash
The analysed image is identified by its sha256 and stays with the run.
Features attached
Components and solder joints stay reviewable.
Package and boundary recorded
Which package would run, and where, is part of the record, including when no approved model exists.
A person decides
The accepted or corrected value is what the step records.
01Capture
A top-down capture of a labeled paperboard carton with a 1D barcode, square code and variable data.
02Measure
The same label with perspective registration, code and character regions, and a localized print-smear finding.
03Prove

What a run keeps

Frame kept by its hash
The analysed image is identified by its sha256 and stays with the run.
Read outputs attached
Code and character-reading outputs stay with the frame.
Package and boundary recorded
Which package would run, and where, is part of the record, including when no approved model exists.
A person decides
The accepted or corrected value is what the step records.
01Capture
An inspection capture of a transparent medical-device cartridge.
02Measure
The same transparent cartridge with restrained edge contours and measurement brackets.
03Prove

What a run keeps

Frame kept by its hash
The analysed image is identified by its sha256 and stays with the run.
Measurements attached
Features and dimensions travel with the frame.
Package and boundary recorded
Which package would run, and where, is part of the record, including when no approved model exists.
A person decides
The accepted or corrected value is what the step records.
01Capture
A top-down laboratory capture of colonies growing on an agar plate.
02Measure
The same agar plate with class-colored colony contours, centroid marks and ambiguous clusters.
03Prove

What a run keeps

Frame kept by its hash
The analysed image is identified by its sha256 and stays with the run.
Detections recorded
Contours and review exceptions remain visible.
Package and boundary recorded
Which package would run, and where, is part of the record, including when no approved model exists.
A person decides
The accepted or corrected value is what the step records.

Five products, one discipline

Each one is presented as a datasheet: what it runs on, what it governs, and what it hands off.

Vision suite

In development means working software being built on. Design means schemas and scaffolding with nothing qualified.

VisionAI

In development

Inspection programs that return a verdict with its measurement.

Runs onAn edge device or site node on the plant network
GovernsPrograms, jobs, vision tasks, the single-active-operator lock, and the approval and audit trail over them
Hands off toVerdicts and measurement overlays, with run history
Checked 2026-09-11Read the sheet

VisionML

In development

Model training that ships a manifest saying exactly what it made.

Runs onA training environment, plus a control plane that serves the catalogue over HTTP
GovernsDatasets, training runs, evaluation, export, the manifest contract, and each version's lifecycle state
Hands off toAn ONNX artifact and a manifest.json, pinned by sha256
Checked 2026-09-11Read the sheet

VisionEdgeOS

Design

A signed product image for inspection on industrial edge devices.

Runs onIndustrial edge devices, on a supported upstream Linux
GovernsHardware profiles, release manifests, SBOM and provenance, revocation and commissioning records
Hands off toA verified image and a commissioning record, and version observations to VisionFleet
Checked 2026-09-01Read the sheet

VisionFleet

Design

Where every device is, what it runs, and how far a rollout has got.

Runs onA central service, with the console in a browser
GovernsDevice assignment, exact component inventory, governed groups and target snapshots
Hands off toDesired-versus-observed drift, rollout progress and incidents
Checked 2026-09-01Read the sheet

Laboratory

Digital Labs

In development

Session, capture and review in one thread, on iPhone, iPad and Mac.

Runs oniPhone, iPad and Mac, local-first
GovernsBench sessions, version-pinned protocols, captures, deviations and review state
Hands off toA reviewable evidence package for an ELN, LIMS or records system
Checked 2026-09-01Read the sheet

Work around the products

Four areas of engagement, each built on a product in the portfolio.

  • Vision system engineering
  • Model lifecycle
  • Edge and fleet deployment
  • Laboratory evidence software and validation support
Read what each one covers

What is actually true today

Every note below is quoted from the product's own repository README and dated. Two of the five are design work with nothing qualified in them, and they say so here.

Read from their repositories between 2026-09-01 and 2026-09-11.

ProductNote, quoted from the repository
VisionAI“The approval workflow, the audit trail with its tamper-evident hash chain, model governance with four-eyes approval, the configurable security policy and OIDC SSO are implemented and tested, and the deep-learning tasks run real ONNX models when a version is pinned. It does not terminate TLS: run it behind a reverse proxy, and do not expose it directly to the internet.”
VisionML“Real ONNX export, parity-gated registration, manifest schema v3 and a controlled lifecycle are implemented and tested. Artifact signing is not: a download is a short-lived scoped URL over content-addressed bytes, not a signed package.”
VisionEdgeOS“Status: design + scaffolding only. Nothing here is qualified, secure, immutable, fail-closed, or production-ready.”
VisionFleet“Every development-control response reports deployment_eligible=false. It provides no production approval, qualification, retention, evidence-disposition, or general remote-shell authority.”
Digital Labs“Until an approved artifact exists the app runs a deterministic preview provider and says so on the capture surface.”

Open the full ledger

Tell us what you need to inspect, count or prove, and we will tell you what it would take.

claudio@dantonoli.com

No form, no tracker. Mail goes straight to the person who built these products.

Write to VisionQ