Private AI guidance tool

Brand Guidance Chatbot

I built a brand-guidance prototype with a source-update path, sensitive-information guardrails, user testing, and escalation for out-of-scope questions.

Internal Systems Prototype 2024 - Present
QuestionApproved brand sourcesAnswer with boundariesEscalate when uncertain
Prototype retrieval path I designed for internal brand guidance, with source updates, sensitive-information boundaries, and escalation.

Problem

What needed to change

Campus marketers needed faster access to brand guidance so they could answer policy and copy questions without manually searching the MarCom site or asking the same support questions repeatedly.

Users

Who the system serves

University marketers, campus communicators, and internal teams responsible for brand-aligned messaging.

Team context

Where I fit

Technical lead (AI workflow prototyping) · University of Arizona

Owned the prototype and led internal testing with team members and intended campus users.

Important technical decision

The implementation choice

Build a source update path and refuse or escalate sensitive and out-of-scope questions.

Tradeoff or limitation

Where the boundary sits

The prototype is useful for finding guidance but remains in user testing; it is not presented as a campus-wide production system.

Implementation

What I personally owned

  • Owned the project from inception to prototype.
  • Led internal testing with team members and intended campus users.
  • Designed the source update, refusal, and escalation paths.

Result

Result and limitations

  • Working prototype for brand and policy guidance.
  • Prototype source update and rebuild process.
  • Guardrails for sensitive information and out-of-scope answers.
  • Internal testing workflow with team members and campus users.
  • Team members use the prototype as an alternative to browsing the MarCom site for information.
  • It remains a prototype in user testing; broader campus adoption is not established.

Technical scope

Tools used

LLM workflowsBrand and policy guidanceRetrieval workflow prototypeChatbot testingContent governance