AI assistants, agents & copilots
Create task-oriented experiences for government and enterprise workflows instead of adding an isolated chat surface.
Solutions · Partner Delivery
Turn your model into
client-ready systems.
The LGM engineering team helps model, cloud and platform partners deliver high-quality pilots and production-ready AI solutions for the enterprise and government clients they bring.
Engineering capability
From model endpoint
to operating product.
A successful pilot must prove the customer workflow and establish a credible path to security, quality, cost control and scale.
RAG, tools & multimodal context
Connect documents, knowledge bases, maps, imagery, structured data, tool calling, MCP, Skills and external APIs.
Agent harnesses & evaluation
Control orchestration, memory, context, guardrails, observability and quality evaluation across multi-step workflows.
Production engineering
Prepare authorization, access boundaries, billing, logging, monitoring, scaling and dependable backend services.
Client delivery
Pilot quickly.
Harden what works.
A bounded delivery path keeps the work measurable, reviewable and ready to move from validation into production.
- 01
Shape the use case
Choose one client workflow, measurable outcome and bounded production context.
- 02
Build the pilot
Connect the partner model, LGM intelligence and the minimum required enterprise systems.
- 03
Validate with users
Measure task completion, answer quality, tool reliability, cost and operational fit.
- 04
Move to production
Harden access, evaluation, observability, billing, deployment and support.
What the partner gains
An engineering team
for the last mile.
LGM combines AI product design, agent engineering, geospatial systems and production backend experience across Python, Rust, Node.js and C++.
- Use-case and solution architecture
- Working customer pilot
- RAG, GeoRAG and tool integrations
- Evaluation and observability setup
- Production authorization and operations
- Technical support and iterative development
Commercial model
Paid delivery from pilot to support.
The commercial structure follows the maturity of the engagement and can be combined with usage-based LGM services.
- 01Paid discovery and solution design
- 02Fixed or milestone-based pilot
- 03Production implementation
- 04Deployment and enterprise integration
- 05Recurring support and SLA
Partner motion
A delivery layer for
strategic accounts.
The partner keeps its model and customer channel at the center. LGM supplies the specialized engineering required to make the use case real.
Government decision systems
Planning, service access, risk assessment and territory research using partner models and governed data.
Enterprise AI-first products
Build core workflows around agents, tools and multimodal context rather than treating AI as an add-on.
Vertical partner solutions
Turn a horizontal model platform into repeatable offers for sectors, regions and strategic accounts.
AI Solutions for Partner Clients