A reliability-scored, explainable decision-support workbench that turns H&E microscopy into measurable evidence — and keeps the pathologist in control.
Pathology Research Studio turns H&E microscopy into measurable, explainable evidence: dynamic-baseline morphometry, chromatin signal analysis and stereo-field computational evidence, all while keeping the pathologist fully in control. Every finding is a reliability-scored measurement with a visible chain back to exactly where on the slide it came from. It is deliberately not a diagnostic device — it supports a qualified reviewer and never replaces one.
Multi-scale energy, entropy and dispersion measured against a dynamic per-image baseline — flags where structure deviates.
Eight nuclear metrics: chromatin contrast and punctation, hyperchromasia, boundary regularity, membrane-fold index, texture disorder and N:C contrast.
Candidate RBC / WBC / platelet detection for tissue context — explicitly candidate-only, never a blood count.
Compares a morphology view against an energy/signal view; their disagreement becomes computational evidence to review.
Hover any point and a magnifier follows the cursor with a live readout of the local tissue: hematoxylin vs eosin intensity and H:E ratio, a tissue-type call, local texture, entropy and focus, and per-nucleus metrics with that cell's reliability. You read the slide, not a label — the raw measurements behind every highlight stay visible.
Purpose-built review sets, from clinical overview to deep signal analysis.
Any tile opens in a pan/zoom window at full resolution.
Numbered hotspot boxes show exactly where evidence is strongest.
Inferred depth and inside/outside cell models — labelled as proxies, not measured depth.
Architecture graph, Voronoi crowding, rarity, chromatin margination and lumen candidates.
HTML report, CSV and JSON — with per-image explanations.
A reliability index accompanies every cell and every finding — a technical proxy for how much to trust a measurement, not calibrated statistical confidence. Below 0.55 a finding is flagged “may be wrong, verify manually”, and an artifact-vs-biology proof chain checks focus and folds before anything is interpreted.
The hardened build disables unsupported claims and keeps the software in its lane: measurement support for a qualified reviewer. The Studio never outputs a diagnosis, and the pathologist retains full interpretive responsibility.
Analysis runs locally — patient slides never leave the workstation and there are no external API calls. An optional local LLM can write the report narrative offline; with no model, a deterministic measurement summary is the safe fallback. The measurement core is reproducible and inspectable: the same slide yields the same numbers.
Pathology Research Studio is a research and decision-support prototype for the work around the diagnosis, not the diagnosis itself.
Reliability-scored measurement, explainable chains, offline-first and pathologist-led.
Ground-truth datasets, calibrated confidence, IHC / molecular correlation and measured precision/recall.
A quality system, clinical studies and regulatory clearance before any diagnostic claim.
Pathology researchers, reviewers, QC teams and teaching programs — a qualified reviewer always stays in control.
A look at the Pathology Research Studio workspace — live dashboards, analytics and operations in one place.
Talk to our team about a tailored walkthrough for your environment.
Talk to SalesResearch prototype. Every finding is a reliability-scored measurement, not a diagnosis; the pathologist retains full interpretive responsibility. Pathology Research Studio is not a medical device and is not intended for clinical diagnosis.
Built to fit inside the engineering, safety and compliance frameworks your organization already operates under.
Deployable inside an ISMS — data stays in your boundary, with access control and audit trails.
Supports condition- and risk-based asset decisions with defensible evidence.
Read-only, on-prem or private-cloud options keep sensitive data under your control.
Designed to support and align with the frameworks above. Alignment describes how the platform fits your program; it is not a claim of independent certification unless separately stated.
Pathology Research Studio is designed to deliver value on day one for a small team, and to scale to a governed, multi-site enterprise deployment on the same platform.
Illustrative walkthroughs of how Pathology Research Studio is used and the value it creates. Your figures are set on your own data during a proof-of-value engagement.
Findings are surfaced with the evidence linked, so researchers reach conclusions faster and defensibly.
Every team applies the same approach, making results comparable across studies.
Every result is traceable to its basis — ready for peer review.
A scoped engagement shows the results measured on your own operation before any wide rollout — then scale across the organization on the same platform.
Book a proof of value
