Allie

The Build vs. Partner
Calculator

Not "can we build it" - but "what are we deferring each quarter we wait?"

At the big office in Chicago, Greg meets Mike and Jeremy. Mike tells him he can build this - he knows what the process needs. Jeremy says he's got the swing of what's needed for building a specialized AI agent for the production line.

But what Mike and Jeremy don't have is time.

They let Greg know they would need to drop everything for 18 months. Architect the data model, build out the OT integration pattern, develop the operator-facing logic that catches process drift before it causes scrap or downtime.

Meanwhile, AI evolves faster than enterprise timelines. New models and tools emerge every two weeks. An architecture designed today becomes obsolete before it launches 6–8 months later. The team isn't just building - they're chasing a moving target.

Is that worth it? Depends. But every quarter of delay is a quarter where your competitor beats you by having it all set up first. The downtime, the quality variation, the firefighting - it all continues in exactly the same way.

This calculator makes that tradeoff concrete. Enter your numbers, and see what it actually costs to build versus what it costs to wait.

Run your numbers

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Your build-vs-partner inputs

Fill in your estimates - even rough numbers tell the story. We've pre-filled industry averages where available.

🏭 Your Operation

Basic info about your manufacturing environment.

In USD
Most F&B plants: 60–80%
Across all lines

🔧 Internal Build Estimate

What it would take to build an industrial AI solution internally.

ML, data, OT integration
Salary + benefits + overhead
Cloud, GPUs, data pipeline tools

⏱️ Operational Cost of Waiting

What the plant keeps losing each quarter without AI-assisted operations.

Lost production + labor + scrap
Scrap, rework, customer claims
Conservative: 3–5%, Ambitious: 8–12%
With predictive maintenance + alerts
The Tradeoff

🔧 Build Internally

Team cost
Infrastructure
Opportunity cost (engineers)
Time to first value
Total cost to build

⚡ Partner with Allie

Pilot investment
Annual platform
Internal team time
Time to first value
Year 1 total

Timeline to Value

🔧 Internal Build
⚡ Allie Pilot → Production 2–3 months pilot + 1 month deploy

The Quarterly Cost of Delay

Each quarter without AI-assisted operations, your plant continues absorbing these losses. This is what "we'll build it ourselves" actually defers.

Total cost of delay over internal build timeline

Technical Risk Factors

Model Obsolescence
New foundation models ship every 2–4 weeks. An architecture locked in month 3 of an 18-month build is already two generations behind by launch. A partner absorbs this churn for you.
🔌
OT Integration Complexity
Connecting to SCADA, historians, MES, and ERP - with the identity resolution problem where the same asset has 5 different names - takes specialized OT/IT bridge experience most internal teams don't have.
🧠
Domain Knowledge Gap
Building ML that understands manufacturing context (torque drift ≠ torque failure, temperature trending matters more than absolute values) requires labeled production data across dozens of deployments.
🔄
Maintenance Burden
After launch, someone has to retrain models, update integrations, handle drift. That's a permanent headcount commitment - not a one-time build.

See it on your data in 3 weeks

A 2–3 month pilot on one line. Your data, your operators, your process. No 18-month commitment required.

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