03 Firmground AI Infra

Enterprise model deployment and management

Select models for business tasks, available equipment and data requirements. Plan deployment and operation for internal AI use.

AI InfraWorkflow demo
INPUT01 / 04

Select model and runtime

MODELLLM / InferenceRUNTIMEGPU · ContainerENDPOINT/v1/chat/completions
Configure

Model deployment workflow

  1. 01

    Define requirements

    Review users, tasks, equipment and data requirements.

  2. 02

    Test models

    Compare results with representative files and questions.

  3. 03

    Plan deployment

    Confirm where models run, who uses them and which applications connect.

  4. 04

    Operate and maintain

    Review service status, address issues and plan updates.

Common challenges

  • Model suitability

    General demonstrations may not reflect actual business tasks.

  • Data-location requirements

    Some files require a designated processing environment and access scope.

  • Ongoing maintenance

    Usage and version changes require service performance to be checked again.

PRODUCT FEATURES

AI Infra features

Model evaluation
Illustrative product result

01MODEL SELECTION

Model evaluation

Evaluate candidate models with questions and files that represent the company’s work.

Compare answer quality, processing speed and equipment needs before selecting or adapting a model.

Internal deployment
Illustrative product result

02DEPLOYMENT

Internal deployment

Plan model and supporting services around data-location and access requirements.

Define accounts, document access and application connections, then validate usage.

Service status and versions
Illustrative product result

03OPERATIONS

Service status and versions

Review service usage and request handling to determine whether resources need adjustment.

Check updates against the same work samples and record versions and maintenance arrangements.

Start with one business task using an AI Agent

Firmground AI

Choose a task your team already knows, and see how Firmground AI handles it and what it delivers.

  • Process business documents and data
  • Connect business tools and carry out the task
  • Reuse workflows, with approval before key actions
Book a demoSign in

Existing users can sign in. Book a demo to discuss enterprise integrations and deployment.