Applied AI Lab

Applied AI examples for real operating workflows.

The lab shows how Stellar approaches lightweight AI-enabled tool development. These examples support consulting, training, and workflow design conversations rather than replacing a practical implementation assessment.

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Flagship Lab Example

NAICS Assistant

NAICS Assistant is an applied AI concept for teams that need support around business classification, contracting research, registration workflows, vendor positioning, and compliance-oriented market research.

The problem: classification and opportunity research often spans scattered public sources, spreadsheets, notes, and manual interpretation. A practical assistant can help organize the work, draft research paths, and prepare review-ready summaries while keeping human judgment in the loop.

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How This Connects To Services

Prototype work starts with a workflow assessment.

Lab examples help clarify what is possible. Actual implementation should start with the workflow, data sensitivity, review requirements, and maintenance plan.

Assess the Workflow

Map the business process, source materials, handoffs, and review needs before choosing an AI pattern.

Prototype Narrowly

Build a small proof of concept around a defined task rather than a broad AI transformation claim.

Design Human Review

Use AI outputs as review-ready drafts, summaries, or routing aids where a person remains accountable.

Decide The App Boundary

Move beyond static pages and Functions only when saved state, authentication, or paid access requires it.

Have a tool idea?

Start with a practical fit check.

Share the workflow or research task you want to improve, and Stellar can recommend whether training, automation, reporting modernization, or a prototype is the right next step.

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