AI for Biodiversity - Part 1
- David Jr
- Oct 3
- 4 min read
I tried an experiment today to use AI to help enhance our biodiversity plan.
The International Union for Conservation of Nature (IUCN) publishes a “Red List” of threatened species - This is the world’s most comprehensive information source on the global extinction risk status of animal, fungus and plant species.
The IUCN classifies species using the following categories.

I ran a report on the IUCN red list of Near Threatened (or worse) status species (excluding Fungi and Marine wildlife!) that are native to Normandy, our home base.

The search tool allows you to also specify geographic boundaries. Which is useful because Normandy habitat is very different from the Mediterranean, in the South of France!

This provided a list of 62 species.
The IUCN search provides statistics on the search results. Here we see the types of habitat preferred by the 62 species in the search results. Forest, grassland and wetlands are the top 3, which is a good match for our region.

The search tool also describes the threats experienced by the species in the results.

From a review of the downloaded data, common threat themes are,
Habitat degradation (logging, drainage, urbanisation, loss of old trees),
Agriculture (intensification, grazing shifts, nitrogen/pesticides),
Climate change (droughts, warming, sea level rise), and
Invasive species or disease (pathogens, alien mammals/insects).
And of course, many species are hit by a combination of several threats - e.g. water voles are impacted by addition of drainage, invasive competitors, and rodenticide poisoning.
With that said, here are 12 species ChatGPT proposes we focus on supporting.
🦇 Mammals
Arvicola sapidus (Water vole) — Near Threatened
Tied to river margins and wet ditches; responds well to bank and marginal vegetation improvements.
Create/retain soft, vegetated banks with tall marginal herb cover; avoid bank hardening
Maintain low-intensity grazing/mowing set back from the bank
Leave tussocks and sedges; install riparian buffers to reduce runoff and siltation.
Erinaceus europaeus (Western hedgehog) — Near Threatened
Benefits from rough grass, hedgehog highways (gaps under fences), bramble/stacked brush for nesting. Very achievable.
Leave brush piles, keep some long-grass patches
Create fence gaps (~13×13 cm) between enclosures
Avoid slug pellets
Miniopterus schreibersii — Schreibers’ (bent-winged) bat (and other bats) — Vulnerable / regionally threatened
Forages along linear features (river corridors, hedgerows) and roosts in buildings/caves; benefits from insect-rich riparian foraging habitat.
Keep dark/quiet corridors along the river; Reduce night lighting
Install bat boxes on mature trees / buildings
Retain insect-rich margins.
🐸 Amphibians & Reptiles
Salamandra salamandra (fire salamander) — Vulnerable
Prefers moist woodlands, shaded streams, leaf litter and log cover — typical of rewilded deciduous patches.
Keep shaded, humid microhabitats
Create log piles, small shady ponds or seepages
Avoid drainage and liming
Triturus marmoratus (marbled newt) — Vulnerable
Uses well-vegetated ponds and adjacent terrestrial habitat (woodland/hedges). A curated pond network helps amphibians.
Create fish-free ponds with gradual margins and aquatic vegetation
Keep terrestrial corridors and shady shelter (logs, stones)
Avoid pesticides.
Vipera aspis — asp viper — (status present in your CSV — check local guidance)
Needs a mosaic of open, sunny basking spots and sheltered cover — feasible in a mosaic of scrub, sunny edges and stone piles.
Create sun-exposed patches, coarse stone piles and undisturbed tussocks;
Check local legal protections and safety/regulation before any active encouragement (and let neighbors/visitors know).
🐌 Mollusks
Omphiscola glabra — a freshwater pond snail — Near Threatened
Depends on seasonal, unpolluted grazing ponds and wet ditches.
Create a few shallow, seasonal scrapes / ephemeral pools
Avoid heavy fertiliser / pesticide use.
🦋 Insects
Coenagrion mercuriale (southern / scarce damselfly) — Vulnerable
Feasible where there are unshaded, slow flowing streams or wet ditches & grazed wet meadow — small hydrological fixes support metapopulations.
Restore slow ditches/creeks, create unshaded shallow margins, manage shade (cut low scrub intermittently)
Avoid fertilizer runoff
hoverflies / moths / ground-nesting bees — Varies
Many invertebrates respond quickly to flower-rich meadows, deadwood, rot holes, and pond mosaics. Small habitat patches can create local refuges.
Create rotational wildflower meadows, retain deadwood, leave bare ground patches, create diversity of microhabitats
Map and remove invasive plants
Limoniscus violaceus / Osmoderma eremita — hermit saproxylic (deadwood-dependent) beetle — Endangered
Depends on veteran deciduous trees and hollow trunks — a long-term but high-value target.
Retain and protect veteran oak and other native broadleaves
Create standing deadwood and artificial logs
Leave pollards/stumps and avoid removing hollow trees
🌱 Plants
Eryngium viviparum (Wetland plant) - Threatened in Europe
Small seasonal pools and grazed wet grassland support this kind of specialist.
Protect a few small, unshaded seasonal pools and manage adjacent meadow by low-intensity grazing/mowing.
Juncus heterophyllus (Rush species) — Near Threatened
Favourable to river margins and fresh marsh—good for riparian buffer design.
Incorporate native rushes into marginal plantings and leave uncut buffer belts.
I was surprised by some omissions on this list - Where are the birds?
In my next article, I will aggregate the most impactful microclimates / conditions, identify which we have already established and build an action plan where we can further improve / align with encouraging these species.
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