Conservation demo
Identify species across a camera-trap deployment
Turn tens of thousands of frames into species records, each with confidence and its frame.
The challenge
A deployment produces far more frames than anyone can review, and most of them are empty.
The scenario
Three months of camera-trap data has arrived and the ecology team has two days to make sense of it.
What goes in
- Camera-trap imagery
- Frames as captured, including empty ones.
What you can ask
Illustrative prompts. Results depend on your own data and are not deterministic.
- “Identify the species in this set of frames.”
- “Which identifications are least certain?”
- “Show me everything unreviewed.”
How Clearception approaches it
How the work is structured. Each step shows what its output is grounded in.
Filter empties
ObservedSeparate frames with no subject from those worth review.
Identify
ObservedClassify species with a confidence value per frame.
Queue for review
AI-inferredSurface low-confidence identifications for human confirmation.
Record confirmation
Human-verifiedLog human decisions distinctly from model output.
What you get
The shape of what comes back — not a promised result.
Species records
ObservedIdentifications with confidence and the frame behind each.
Review queue
AI-inferredUncertain cases ordered for expert attention.
Why it matters
- Expert attention where it counts
- Empty frames stop consuming review capacity.
- Auditable records
- Every record keeps its frame and its confidence.
Related demos
Conservation
Keep one animal's history across encounters
Maintain a per-individual record so history survives across deployments and years.
4 minute walkthrough
- Species Identification
- Evidence Trail
- Timeline Construction
Conservation
Assess threat on an evidence-tiered rubric
Score risk so that weak evidence cannot produce a strong-sounding conclusion.
5 minute walkthrough
- Risk Scoring
- Fact / Inference Separation
- Evidence Trail
Conservation
Track habitat condition against a baseline
Watch habitat change over time and connect it to the species records from the same area.
4 minute walkthrough
- Change Detection
- Evidence Trail
- Risk Scoring
Want to try this with your own work?
Open Conservation and bring your own data. No signup is needed to read these demos.