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Inference Wire

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Logistics & Supply Chain·AI Agents & Automations·28 Weeks

Pitstop Navigator

Turning Manual Trip Planning Into 30-Second AI Routes

Multi-stop trip planning in Austin required users to coordinate across three to four separate apps for every outing. We built an AI agent that consolidates search, routing, and scheduling into one conversation that delivers an optimized plan in seconds.

Under 30 Seconds

Route Generation Time

9 in 10 Routes

First-Suggestion Acceptance

Under 1 Quarter

Development Cost Payback

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Responsive UI mockup of the Pitstop Navigator route command center on laptop and mobile screens, an AI routing app design case study by Hexaa.
“We had a clear picture of what the app needed to do and the end result nailed it. Users get a full optimized route in about 30 seconds.”
MS

Mike Scott

Client Lead, Pitstop Navigator

Before

15 to 20 minutes across multiple apps, Route and search handled separately, Manual stop sequencing for each trip

After

30 second AI optimized routes, One conversational agent for everything, Automatic sequencing by drive time

Narrative

The full story.

The Challenge

Planning a multi-stop trip typically took 15 to 20 minutes because no single tool combined business search with live route awareness. Users had to coordinate across separate apps, and the results they got back never accounted for where they were actually driving. That gap meant extra miles, missed stops, and a planning process that took longer than the errands themselves.

What We Built

We built an AI agent on top of a geospatial database loaded with thousands of local business listings, all indexed by proximity to any given route. Users tell the agent what they need in plain language, the system finds qualifying businesses near the path and sequences them so each stop adds as little drive time as possible. From first message to a fully mapped route, the whole thing wraps up in under 30 seconds.

Results

15 to 20 minutes of trip planning dropped to under 30 seconds. Three to four apps got replaced by a single conversation. Nine out of ten routes were accepted on the first try without any manual edits. Premium subscriptions hit recurring revenue in the first quarter and covered the entire build cost earlier than projected.

Story gallery

Project snapshots.

Technical proof

How it was built.

Implementation details and the stack behind the delivery.

Implementation highlights

Key engineering decisions from this project.

Loaded and indexed over 10,000 local business listings into a geospatial database in the first sprint
Hit sub 30 second route generation covering search, ranking, and multi-stop optimization
Automated deployment pipelines that cut release cycles from days to hours

Stack snapshot

Tools and platforms used in the delivery.

MongoDBChatGPT-4LangChainPythonMapbox

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