AI & Automation4 min readNetray Engineering TeamUpdated March 4, 2025

The 90-Day AI Roadmap for Manufacturers: From Zero to Production Agents

A 90-day AI roadmap for a manufacturer takes you from no AI capability to production agents working inside your ERP in three 30-day phases: days 1-30 establish the baseline, infrastructure, and first internal assistant; days 31-60 deploy retrieval over your documentation and pilot the first workflow agent with real users; days 61-90 promote the agent to production, wire in governance, and measure results against the baseline. The plan assumes a mid-market manufacturer on Infor SyteLine, LN, or M3, a budget of $100K-$250K, and a two-person internal team working part-time alongside a specialist partner.

Days 1-30: Baseline, Infrastructure, First Assistant

The first month is about measurement and foundation, resisting the urge to demo before you have a baseline. Week one, run time studies on your three candidate workflows - order entry, status inquiries, quoting - capturing cycle times and fully loaded costs, because these numbers are the only honest way to prove ROI later. Weeks two and three, stand up infrastructure: an on-prem inference server (dual L40S class, $35K-$50K) running vLLM with a quantized Llama 3.3 70B, SSO integration, and SIEM logging from day one. Week four, release a general internal assistant - chat and document drafting - to a 20-30 person pilot group. This early win builds organizational appetite while the real workflow work proceeds, and usage telemetry tells you who your champions are.

Days 31-60: Retrieval and the First Workflow Agent

Month two connects AI to your actual business content and pilots the first agent against the workflow your baseline scored highest. Retrieval quality decides everything here - budget real time for document cleanup and access-control mapping, not just embedding uploads.

Week 5-6: index controlled document sets - SOPs, quality manuals, engineering standards - with role-based retrieval filtering
Week 6-7: build the first ERP-connected agent read-only: status queries against SyteLine IDOs or LN sessions
Week 7-8: pilot with 5-10 named users per shift; log every miss and fix or remove failing capabilities fast
Gate to month three: 80 percent answer accuracy on a 100-question test set drawn from real user queries

Days 61-90: Production, Governance, and Measured ROI

Month three graduates the pilot to production and closes the loop with finance. Write access to the ERP arrives only now - after read-only trust is earned - and only with human approval gates on transactional actions. The deliverable on day 90 is not a demo; it is a benefits ledger a CFO accepts.

Enable draft-and-approve workflows: agent drafts order entries or quote lines, a named human releases them
Formalize governance: acceptable-use policy, action-class approval rules, and audit log retention
Re-run the baseline time studies and publish before/after metrics against the same workflows
Present the day-90 review: measured savings, usage rates, and a scored backlog for the next 90 days

Running the Roadmap With Netray

This roadmap is Netray's standard engagement structure, refined across manufacturing deployments on SyteLine, LN, Baan, and M3. We bring the hardware specification, the hardened inference stack, pre-built ERP connectors, and the evaluation harness, so your two-person internal team spends its time on domain decisions rather than plumbing. Contractual gates at day 30 and day 60 mean you can stop with value in hand at each phase - infrastructure and an internal assistant at day 30, retrieval and a piloted agent at day 60. Typical day-90 outcomes: 60-plus percent weekly active usage, order-entry or status-inquiry labor cut 70-85 percent on targeted workflows, and a governance file ready for customer or CMMC scrutiny.

Frequently Asked Questions

How long does it take a manufacturer to implement AI?

A focused implementation reaches production in 90 days: month one for baseline measurement, on-prem infrastructure, and an internal assistant; month two for retrieval over company documentation and a read-only ERP agent pilot; month three for production promotion with human-approval workflows, governance, and measured ROI. Broad multi-year transformation programs take far longer and fail more often - the 90-day increment with go/no-go gates is the lower-risk pattern.

What is a good first milestone for an AI project in manufacturing?

Day 30 should deliver three things: a measured baseline of cycle times and costs for your candidate workflows, working on-prem inference infrastructure with SSO and logging, and a general internal assistant in the hands of a 20-30 person pilot group. The baseline is the most important - without before-state numbers, you cannot credibly prove ROI at day 90, and the project becomes impossible to defend in budget reviews.

How much does a 90-day AI implementation cost?

Budget $100K-$250K for a partner-led 90-day implementation at mid-market scale: $35K-$50K for a dual-GPU on-prem inference server, $50K-$150K for implementation covering infrastructure, retrieval, and the first ERP-connected agent, plus contingency for data cleanup. Staged contractual gates at days 30 and 60 cap downside - each phase delivers standalone value, so an early stop still leaves you with working infrastructure and an internal assistant.

Key Takeaways

1Days 1-30: Baseline, Infrastructure, First Assistant: The first month is about measurement and foundation, resisting the urge to demo before you have a baseline. Week one, run time studies on your three candidate workflows - order entry, status inquiries, quoting - capturing cycle times and fully loaded costs, because these numbers are the only honest way to prove ROI later.
2Days 31-60: Retrieval and the First Workflow Agent: Month two connects AI to your actual business content and pilots the first agent against the workflow your baseline scored highest. Retrieval quality decides everything here - budget real time for document cleanup and access-control mapping, not just embedding uploads..
3Days 61-90: Production, Governance, and Measured ROI: Month three graduates the pilot to production and closes the loop with finance. Write access to the ERP arrives only now - after read-only trust is earned - and only with human approval gates on transactional actions.

Start your 90 days with a baseline week - Netray will measure your candidate workflows and hand you the full roadmap, sized and sequenced, before you commit to build.

Talk to an Expert See a Demo

Related Resources

AI & Automation