CODESCAPEAI — product studioCODESCAPEAI
All work/AI · 2026
04Enterprise platform for the modern supply chain
Live · Logistics

NovaTech CopilotA copilot that actually moves P&Ls, not just screenshots.

Year2026TrackAISprint12 weeksShapeLead + AI eng + 2 designersIndustryLogistics
NovaTech Copilot
NT · AIOpenAI · Anthropic · LangSmith
42%faster decisions
Scroll to read the case study
LLM product designRAG pipelineAgentic opsEval harnessLLM product designRAG pipelineAgentic opsEval harnessLLM product designRAG pipelineAgentic opsEval harness
The case study

From a 90-day windowto a body of work.

Designed, evaluated, and integrated an LLM copilot into the ops console. Reduced time-per-decision by 42% across 11 enterprise customers in the first quarter post-launch. Below is the long version — the brief, the approach, and the numbers we put on the wall after launch.

NovaTech's enterprise customers spent hours triaging shipment exceptions by hand. An LLM demo looked magical and shipped nothing useful — every answer was a screenshot.

We redesigned the copilot as a typed action surface with an eval harness built into CI. Every suggestion came with a confidence band, an undo, and a one-click export to the customer's playbook.

42% faster decisions across 11 enterprise customers in the first quarter, an NPS jump of 23 points, and a copilot the ops team actually trusts.

The build

Inside the product.A clickable tour.

01/03
NovaTech Copilot — frame 1
Frame 01 · NTNovaTech Copilot
The receipts

Numbers, not adjectives.

Four metrics the client agreed to put on the wall. Verified internally before the launch, verified again at the 90-day mark.

010%faster decisions
020ptsNPS jump
030enterprise customers
040wkweeks shipped
The stack

Tools, chosen on purpose.

Every technology on the list earned its place in the build — chosen for the constraint, not the trend.

01OpenAI
02Anthropic
03LangSmith
04Postgres + pgvector
05Next 16
How we ran it

Four pillars,one crew.

Strategy

We sat with their team, walked every existing flow, and wrote the brief on day three.

Design system

A small, opinionated component set the whole team could ship from on day one.

Engineering

Senior crew, weekly demos, real test coverage, and a deploy pipeline the team kept after handoff.

Launch + handoff

Monitored for two weeks post-launch, then handed the keys over with a runbook the team could read in a coffee.

Awwwards · SOTD × 4CSS Design Awards · Best UIClutch · Top 1% GlobalDribbble · Featured StudioFWA · Site of the Day

The copilot is the first AI feature I've seen that survives a real quarter of use.

Priya Iyer · VP Product, NovaTech— on the launch, in their own words
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