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?
RESULT & STATUSA rules-based prototype that identifies its source context and flags cases needing more evidence or falling outside its coverage.

I organized procurement research by public entity, defined the source and coverage requirements, and reviewed when missing evidence should lead to a review step instead of a recommendation. How I build and review →

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

The project materials below show the requirements, decisions and workflow behind this case. Interactive 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.

Evidence: 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.

Evidence: GovBid coverage and local demonstration documentation.

GovBid demonstrates translating source material into a clear decision workflow. 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

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Discovery evidence, options, economics, and a decision brief