Ariel LopezSOLUTIONS CONSULTANT PORTFOLIO

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Local prototype

GovBid

Source-based procurement decision support with explicit review paths

THE BUSINESS PROBLEMHow can a tool explain which documented rule supports a result and recognize when it lacks enough coverage or evidence?
ACTUAL OUTCOME / CURRENT STAGEA locally demoable deterministic prototype with versioned rule families and explicit review or unsupported paths.

I researched the domain, framed the problem, defined requirements, directed AI-assisted building, and reviewed source and exception handling.

The problem

I organized procurement research by the actual public entity and rule family. A location name alone is insufficient to apply one government’s rules to another organization.

My decisions

Keep the source and version visible

A result should identify the rule context behind its reasoning.

Respect coverage boundaries

Separate encoded rule families from unverified or unsupported cases.

Expose missing evidence

Return a review path instead of presenting an unsupported answer as eligibility or an award prediction.

Explore the workflow · Fictional example

Show what supports the result
and what still needs review.

Illustrative rule R-DEMO-01 · Version 1

For this fictional checklist only, an insurance-document field must be present. This is a demonstration rule, not a procurement requirement.

Supported within the example

Document field present

The sample record contains the required field. The displayed result cites R-DEMO-01, version 1, and that field.

Review required

Document field unknown

Missing information does not become a positive eligibility finding. Next step: obtain and review the document evidence.

Actual project: source-linked, versioned deterministic checks. This case explains the limits of the result without presenting the tool as legal advice or a guarantee of eligibility.

Evidence and outcome

GovBid: Existing prototype screenshot · Historical rule-status display
Existing prototype screenshot · Historical rule-status display · Captured September 2026

Selected source evidence, summarized for this portfolio. Newly authored examples use fictional data.

Coverage is defined by public entity

The project coverage record distinguishes counties, municipalities and a school district. It explicitly rejects applying county-government rules to another entity solely because it shares that geography.

Source basis: GovBid jurisdiction coverage record; product-coverage evidence, not current legal guidance.

Unverified coverage stays unresolved

The record lists some historical or solicitation-specific rule families as not yet encoded. That means coverage is incomplete; it does not establish that a public entity has no applicable preference program.

Source basis: GovBid coverage and local demonstration documentation.

GovBid demonstrates translating source material into a bounded decision flow. It uses deterministic rules, not runtime AI, and offers no legal advice or award guarantee. The fictional example in this case makes no claim about a real procurement rule.

Related case

AIDIS App ↗

Discovery evidence, options, economics, and a decision brief