Workflow orchestration
Decompose complex questions, select models and services, manage dependencies and coordinate multi-step execution.
Products · Orchestration & Agent Harnesses
Coordinate models, data
and tools as one system.
LGM orchestration and agent harnesses manage the full path from planning and model routing to geospatial execution, evidence checks, observability and production operations.
Agent infrastructure
The system around
the model matters.
A production agent needs explicit control over tools, context, permissions, evaluation and operations—not only a capable LLM.
Tool and model routing
Connect tool calling, MCP, Skills, APIs and specialized models while keeping parameters and failures explicit.
Memory and context
Control the evidence, prior outputs, permissions and working context available at each step of the task.
Evaluation and observability
Trace behavior, apply guardrails, evaluate results and diagnose quality, cost and latency across the complete run.
Execution model
Plan, route, execute
and verify.
A bounded delivery path keeps the work measurable, reviewable and ready to move from validation into production.
- 01
Plan
Convert the outcome into bounded sub-tasks, required evidence and success criteria.
- 02
Route
Select the appropriate model, GeoRAG source, Skill or deterministic geospatial tool.
- 03
Execute
Run the workflow with scoped access, state control, retries and usage attribution.
- 04
Verify
Check evidence, calculations, geometry, policy and output quality before delivery.
Production foundation
Control quality,
access and cost.
The harness connects model behavior to the operational controls required by enterprise and government environments.
- Tool and model registry
- Workflow state and context policy
- Scoped authorization and tenant boundaries
- Evaluation pipeline and guardrails
- Tracing, logs and observability
- Usage metering, limits and billing integration
Commercial model
Build once, operate across models and clients.
The engagement can begin as a paid pilot and expand into production implementation, recurring support and usage-based LGM services.
- 01Architecture and paid discovery
- 02Pilot harness implementation
- 03Production hardening and deployment
- 04Integration with customer systems
- 05Ongoing operations and support
Where harnesses matter
Multi-step work.
Production expectations.
Use an agent harness when a task crosses several data sources or tools, must respect access boundaries, or needs repeatable quality.
Multi-source territorial research
Coordinate catalogs, layers, statistical context and spatial calculations across one complex decision.
Enterprise agent products
Operate assistants and copilots with controlled access, traceability, quality evaluation and billing.
Partner model solutions
Combine the partner model with LGM tools and customer systems without coupling every workflow to one model.
Orchestration & Agent Harnesses