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Best AI Tools for Ecologists
AI tools for field data, species modeling, and publications
The best AI tools for ecologists — species identification, remote sensing, and statistical tools. They help turn field surveys into usable models.
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◎ Specific AI Tools for Ecologists
12 tools built for this kind of work
iNaturalist
AI-powered species identification from photos
Wildbook
AI photo-ID platform for identifying individual marine and wildlife animals
Wildlife Insights
Cloud platform for analyzing camera trap images with AI
Merlin Bird ID
Free bird identification app from the Cornell Lab of Ornithology
PlantNet
AI plant identification for foraging and botany
QGIS
Free open-source geographic information system
ArcGIS
Esri's comprehensive GIS platform for mapping, spatial analysis, and location intelligence across...
Planet Labs
AI satellite imagery for climate monitoring
Google Earth Engine
Cloud platform for analyzing satellite imagery and geospatial datasets
Roboflow
Platform for building and deploying computer vision models
Kaggle
Data science community with competitions, datasets, and notebooks
Posit
R and Python data science tools including RStudio and Positron
★ General AI Tools for Ecologists
6 broadly useful tools worth having in the toolbox
ChatGPT
Advanced AI chatbot by OpenAI for conversations and assistance
Claude
AI assistant by Anthropic for helpful, harmless, and honest conversations
SciSpace
AI-powered research paper analysis and explanation
Elicit
AI research assistant for finding and summarizing papers
Overleaf
Online LaTeX editor for writing and collaborating on scientific papers
Semantic Scholar
AI-powered academic search engine
Climate 10 view all →
Carbon Trust
AI carbon footprint measurement and reduction
Climate TRACE
AI greenhouse gas emissions tracking platform
Global Fishing Watch
Open map of commercial fishing activity based on vessel tracking and AI
Movebank
Online database of animal tracking data
Pachama
Pachama verifies and monitors nature-based carbon credit projects using …
Patch
Patch is a carbon removal marketplace and API where businesses buy verified …
Persefoni
Carbon accounting and climate disclosure platform
Planet Labs
AI satellite imagery for climate monitoring
Sylvera
Sylvera is a platform that rates and analyzes carbon credits to help …
Watershed
AI climate program management and carbon accounting
Geospatial 17 view all →
Agisoft Metashape
Photogrammetry software that builds 3D models and maps from photos
ArcGIS
Esri's comprehensive GIS platform for mapping, spatial analysis, and location intelligence across...
CalTopo
Web-based mapping and route planning used by outdoor professionals
CARTO
Cloud-native location intelligence platform
DroneDeploy
Drone mapping platform that turns aerial footage into 3D site models
Felt
Collaborative web mapping for making and sharing maps
Gaia GPS
Offline backcountry maps and navigation for hiking, hunting, and overlanding
Google Earth Engine
Cloud platform for analyzing satellite imagery and geospatial datasets
HEC-RAS
River hydraulics modeling software from the US Army Corps of Engineers
Litchi
Flight planning and autonomous mission app for DJI drones
Mapbox
Location data platform providing customisable maps, navigation, and geospatial analytics APIs for...
Nearmap
Aerial imagery and location intelligence platform providing high-resolution, frequently updated a...
Pix4D
Photogrammetry software that builds survey-grade maps from drone photos
Propeller Aero
Drone mapping and AI analytics platform for surveying and construction sites
PTV Vissim
Traffic simulation software for transport planning
QGIS
Free open-source geographic information system
Seequent
Geological modeling and subsurface data software for mining and geoscience
Data 44 view all →
Airbyte
Open-source data integration platform with AI assistance
Amplitude AI
AI-powered product analytics and behavioural insights
Anomaly AI
Anomaly AI is a data analysis workspace for large spreadsheets and business …
BigQuery
Google Cloud's serverless data warehouse
Cleanlab
AI data curation and label quality platform
Databricks
Databricks is a data and AI platform built on a lakehouse architecture. It …
Dataiku
Enterprise platform for building, governing, and scaling AI
DataRobot
Automated machine learning and AI platform
dbt Cloud
Analytics engineering platform for data transformation
Deepnote
Collaborative data notebook with an AI agent
Domo AI
Cloud BI platform with embedded AI for business decisions
Fivetran
Automated data movement with AI-powered pipelines
Google Analytics
Web and app analytics from Google
H2O.ai
Open-source machine learning and AI platform
Heap
Product analytics that captures user events automatically
Hex
Hex is a collaborative data workspace where analysts and data scientists build …
jamovi
Free statistical spreadsheet with an easy interface built on R
Julius AI
Chat with your data: an AI data analyst
Kaggle
Data science community with competitions, datasets, and notebooks
Looker
Google Cloud business intelligence platform with a semantic data model
Matillion
Cloud data pipeline and transformation platform
Meltano
Open-source ELT framework built on Singer connectors
Metabase
Open-source analytics with AI question assistant
Mixpanel
Product analytics for tracking user events and funnels
MotherDuck
MotherDuck is a serverless analytics platform built on DuckDB. Analysts run fast …
Nextflow
Workflow engine for reproducible data-intensive pipelines
Observable
Notebook and framework for data visualization with JavaScript
Obviously AI
No-code machine learning for business predictions
Page Pulse
Simple AI-powered website analytics for everyone
Pendo
Product analytics and in-app guidance
Plausible
Lightweight, privacy-friendly web analytics
Posit
R and Python data science tools including RStudio and Positron
PostHog AI
Open-source product analytics and experimentation platform
Power BI
Microsoft's AI-powered business intelligence tool
Qlik
Business intelligence and data integration platform
QueryStory
Agentic data platform for decision-ready recommendations
SAS Viya
Cloud analytics platform for statistics, machine learning, and decisioning
Scale AI
Data labeling and AI evaluation platform for training foundation models
Sisense
AI-driven embedded analytics for product builders
Snowflake
Snowflake is a cloud data platform that separates compute from storage so teams …
Stata
Statistical software for econometrics, biostatistics, and data analysis
Streamlit
Open-source Python framework for building data apps
Tableau
AI-enhanced data visualization and analytics platform
ThoughtSpot
AI-powered analytics with natural language search
Research tools 49 view all →
Ancestry
Genealogy platform with AI record matching and DNA-based family connections
arXiv
Open-access preprint server for physics, math, and computer science
ATLAS.ti
Qualitative analysis software with AI-assisted coding
BioRender
Scientific illustration tool with a library of biology icons and templates
CAS SciFinder
Chemistry literature and reaction search from CAS
ChemDraw
Chemical structure drawing software
ClawsGO Science
AI research agent that runs experiments in its own cloud lab
Connected Papers
Visual tool for exploring academic paper networks
Dimensions
Comprehensive research intelligence and funding database
Dovetail
AI customer insights hub for product teams
Elicit
AI research assistant for academic papers
Explainpaper
AI that explains academic papers in plain language
FamilySearch
Free genealogy records from the Church of Jesus Christ of Latter-day Saints
Findmypast
Genealogy records and family history search
FutureHouse
AI research agents for scientific literature and discovery
GraphPad Prism
Statistics and scientific graphing software for life scientists
Hunchly
Web capture and case-building tool for OSINT investigations
Inciteful
AI paper discovery through citation network analysis
Iris.ai
AI research engine for scientific and technical literature
Lens.org
Free and open patent and scholarly search
Maltego
Link analysis and OSINT investigation tool
MATLAB
Numerical computing environment for analysis, modeling, and simulation
Mendeley
Elsevier's reference manager and academic network
MyHeritage
AI genealogy platform for building family trees and finding historical records
NASA ADS
Literature database for astronomy, astrophysics, and physics
NotebookLM Plus
Google's premium research assistant with extended usage and team features
NVivo
Qualitative data analysis software for interviews, surveys, and documents
OpenRead
AI-powered paper reader and research Q&A
Paper Digest
AI daily digest of the latest research papers
Perplexity
AI research assistant and search engine
Perplexity Labs
Perplexity's experimental AI features including deep research and internal models
Perplexity Pages
AI-generated articles and knowledge pages with cited sources
Praat
Free software for phonetics and speech analysis
Publishers Marketplace
Industry deal database and directory for book publishing
Rayyan
AI-assisted screening for systematic literature reviews
Reaxys
AI-assisted chemistry database for reaction and substance search
Scinapse
AI academic search engine for scientific literature
SciSpace
AI-powered research paper analysis and explanation
Scite
AI research tool that shows how papers have been cited
Scopus
Elsevier's abstract and citation database
Semantic Scholar
AI-powered academic search engine
Sketch Engine
Corpus query tool for studying how words are used in large text collections
Stellarium
Open-source planetarium software that shows the sky from any place and time
Undermind
AI research agent for deep literature discovery
Web of Science
Clarivate's citation index for academic research
Wolfram Alpha AI
Computational knowledge engine with AI integration
Wolfram Mathematica
Technical computing environment for symbolic and numeric math
WorldCat
Global library catalog from OCLC for finding books and materials
Zotero
Free AI-assisted reference manager and research tool