GeoAI · Machine Learning · Deep Learning · LLMs · Agents

From machine learning to GeoAgents — AI fluent in geospatial.

Tech Maven Geospatial has the domain expertise and proven track record of delivering enterprise-caliber, AI-enabled solutions — from traditional ML and data science workflows to foundation models for earth observation, natural-language-to-SQL LLMs, geospatial chat bots, GeoAgents, and MCP & A2A servers with advanced tool calling.

Explore the spectrum

Talk to our team

The GeoAI spectrum

One team across the whole AI stack — classic models to autonomous agents — deployed where you need them.

Classic ML & data scienceXGBoost · scikit-learn · predictive workflows

Foundation modelsEarth observation & UAS imagery and data

Specialized modelsTrained on your use case

LLMsNatural language to SQL queries

Geospatial chat botsAssistants grounded in your data

GeoAgents · MCP & A2A serversAdvanced tool calling

Runs where you need it

PRIVATE NETWORKVPCAIR-GAPPEDON-DEVICE

Spectrum Edge AI Esri Workflow Services Contact

XGBoost · scikit-learn · GeoTorch/PyTorch · TensorFlowFoundation models for earth observation & UASLLMs · chat bots · GeoAgents · MCP & A2AArcGIS Enterprise · AGOL · Experience BuilderOn-device Phi4 · Gemma4 · MiniCPM5-1B

7Rungs on the GeoAI ladderClassic ML · foundation models · specialized · LLMs · chat bots · agents · MCP/A2A

4Apps shipping on-device AITactical AI · Portable Tile Server · Field Sentinel · 3D Map Explorer

1BParameter LLM, fully on-deviceMiniCPM5-1B — a SOTA on-device LLM. Small yet powerful.

0Bytes leaving your networkPrivate network · VPC · air-gapped · embedded in apps

01 · The GeoAI spectrum

Every layer of the AI stack, geospatial-native

From traditional ML and data science workflows to autonomous GeoAgents — enterprise caliber at every rung.

Classic ML & data science

XGBoost, scikit-learn and the wider data-science toolset — feature engineering, classification, regression and predictive models built on your geospatial data.

XGBOOST · SCIKIT-LEARN · GEOTORCH/PYTORCH · TENSORFLOW

Foundation models

Leveraging foundational geospatial models for earth observation and UAS imagery and data — fine-tuned to your sensors, regions and classes.

EO · UAS · SAR · MULTISPECTRAL

Specialized models

Purpose-trained models for specific use cases — change detection, feature extraction, classification and counting, tuned to production accuracy.

TRAINED ON YOUR USE CASE

LLMs & NL to SQL

Regular transformer LLM models turning natural language into SQL queries over your spatial databases — ask in plain English, get rows and geometries.

TRANSFORMERS · NL2SQL

Geospatial chat bots

Conversational assistants grounded in your data — they answer questions, run queries and hand back maps, tables and charts.

CHAT · GROUNDED · YOUR DATA

GeoAgents & MCP/A2A servers

Autonomous GeoAgents plus MCP Servers and A2A Servers with advanced tool calling — AI that acts on your geospatial systems, not just talks about them.

AGENTS · TOOL CALLING · MCP · A2A

Enterprise caliber, proven

Domain expertise and a track record of delivering AI-enabled solutions across the full spectrum. We pick the right rung for the job — a gradient-boosted classifier when that wins, a fine-tuned foundation model when the imagery demands it, an agent with tool calling when the workflow is the product.

SEGMENT ANYTHINGCHANGE DETECTIONFEATURE EXTRACTIONCLASSIFICATIONCOUNTING

See where it runs

Model families we work with

Classic machine learningXGBoost · scikit-learn · gradient boosting · random forests

Deep learningGeoTorch/PyTorch · TensorFlow · CNNs · transformers

Foundation geospatial modelsEO & UAS backbones, fine-tuned to your data

LLM

Language modelsNL2SQL · chat bots · GeoAgents · tool calling

Frameworks & runtimes

PYTORCHTENSORFLOWXGBOOSTSCIKIT-LEARNTRANSFORMERSONNX

02 · Deploy anywhere

In your VPC, air-gapped — or fully on-device

The same intelligence, deployed where the mission needs it: private network, VPC, air-gapped environments, or embedded in the apps your teams already carry.

Tactical AI

ATAK plugin with AI built in — the geospatial assistant for TAK users, running local models in the tactical environment.

ATAK PLUGIN

Portable Tile Server

Edge AI on iOS and Android — local on-device models, offline mapping and live layers in the field, no cloud required.

IOS · ANDROID · EDGE AI

Field Sentinel

Cross-platform field app — iOS, Android, Windows, Mac and web — with AI assistance everywhere it runs.

IOS · ANDROID · WINDOWS · MAC · WEB

3D Map Explorer

Windows 3D scene view with AI-assisted understanding of terrain, buildings and features — over full 3D cities.

WINDOWS · 3D SCENEVIEW

Behind your firewall — or in your pocket

We work with models that live inside your private network, VPC or air-gapped environment — or embedded directly inside Windows, iOS and Android apps. These apps run local offline on-device AI models like Microsoft Phi4, Google Gemma4 and MiniCPM5-1B — a SOTA 1B on-device LLM. Small yet powerful.

PRIVATE NETWORKVPCAIR-GAPPEDWINDOWSIOSANDROID

AI-enable your Esri stack

On-device AI models

Microsoft Phi4Capable local LLM running fully offline on the device

Google Gemma4Google’s open model family, embedded on-device

MiniCPM5-1BA SOTA 1B on-device LLM — small yet powerful

Why on-device

NO CLOUD REQUIREDWORKS OFFLINELOW LATENCYDATA STAYS ON DEVICE

03 · AI-enabled Esri

AI-enabling ArcGIS Enterprise & ArcGIS Online

Custom widgets, add-ins, MCP servers, SDK applications and DuckDB data feeds — the Esri platform with AI woven in.

Experience Builder widgets

Custom widgets that put AI chat, search and analysis directly inside your ArcGIS Experience Builder apps.

WEB · EXB

ArcGIS Pro add-ins

Add-ins that bring models, computer vision and automation into the desktop GIS your analysts already use.

DESKTOP · ARCGIS PRO

MCP Servers

Model Context Protocol servers that let AI agents operate your ArcGIS content and services with advanced tool calling.

AGENTS · TOOL CALLING

ArcGIS Maps SDK for JavaScript

Custom web applications built on the ArcGIS Maps SDK for JavaScript — with AI features wired into the map.

WEB APPS · JS SDK

DuckDB Custom Data Feed Provider

An ArcGIS Enterprise Custom Data Feed Provider built on DuckDB — connects Enterprise to anything DuckDB and its extensions can connect to.

ENTERPRISE · DUCKDB · ANY SOURCE

DLT Python pipelines

Data load tool pipelines feeding ArcGIS from anywhere — scheduled, incremental and reliable ingestion at scale.

PYTHON · INCREMENTAL LOADS

Your Esri stack, AI-enabled

We have worked extensively to AI-enable Esri ArcGIS Enterprise and ArcGIS Online environments — across web, desktop, server and agent surfaces. Whether it is a widget in Experience Builder, an add-in in Pro, or a DuckDB-fed Enterprise deployment, the AI meets your GIS where it already lives.

ARCGIS ENTERPRISEARCGIS ONLINEEXPERIENCE BUILDERARCGIS PRO

How we engage

Integration surface

WEB

WebExperience Builder widgets · ArcGIS Maps SDK for JavaScript apps

PRO

DesktopArcGIS Pro add-ins with models & automation

ENT

EnterpriseDuckDB Custom Data Feed Provider · DLT Python

AGT

AgentsMCP servers · A2A servers · advanced tool calling

Also integrates with

TAK / ATAKPOSTGISDUCKDBWEB APPSWINDOWS · IOS · ANDROID

04 · The engagement

Discover, prepare, train, deploy, integrate

A proven delivery model that takes GeoAI from whiteboard to production — and keeps it there.

01 · DISCOVERFrame the use caseAssess data, objectives and ROI — and pick the right rung of the spectrum for the job.

Use-case first

02 · PREPAREEngineer the dataImagery, UAS collections, vector and tabular data cleaned, labeled and staged for training.

EO · UAS · GIS data

03 · TRAINTrain & fine-tuneClassic ML, deep learning or fine-tuned foundation models — specialized to your use case.

ML · DL · FOUNDATION MODELS

04 · DEPLOYShip it where it livesPrivate network, VPC, air-gapped — or embedded on-device in Windows, iOS and Android apps.

VPC · AIR-GAPPED · ON-DEVICE

05 · INTEGRATEWire it into workflowsMaps and apps, chat bots and GeoAgents, MCP/A2A tool calling, Esri and TAK ecosystems.

APIS · AGENTS · ESRI · TAK

05 · Professional services

The GeoAI team behind the products

The same engineers who ship our AI-enabled apps design and deliver your custom AI/ML/CV and deep learning solutions.

We offer comprehensive professional AI/ML/CV/Deep Learning services.

Custom model development, fine-tuning & evaluation
Computer vision for imagery, UAS video & point clouds
LLM integration — NL2SQL, chat bots & GeoAgents
MCP & A2A server development with advanced tool calling
Air-gapped, VPC & on-device model deployment
Esri ArcGIS Enterprise & AGOL AI enablement

Engagement surface

ML & data scienceXGBoost · scikit-learn · PyTorch · TensorFlow

CV & deep learningEO & UAS imagery · detection · change · counting

LLMs & agentsNL2SQL · chat bots · GeoAgents · MCP/A2A

DeploymentPrivate network · VPC · air-gapped · on-device

The edge AI suite

TACTICAL AIPORTABLE TILE SERVERFIELD SENTINEL3D MAP EXPLORER

Bring GeoAI to your workflows.

From classic machine learning and data science to foundation models, LLMs, GeoAgents and MCP/A2A servers — we design, train and deploy enterprise-caliber AI in your private network, VPC, air-gapped environment, or fully on-device. Tell us the problem. We will bring the AI.

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