Most AI content aimed at your industry is about the plant floor. Your fastest payback is in the office: quotes, order entry, customer inquiries, purchasing and the knowledge that lives in three senior people's heads. Those workflows are high-volume, repeatable and measurable — which is exactly what AI automates well.
A sister brand of Talent Echo Advisory Group — executive search for Chief AI Officers and AI Governance leaders.
Estimators and inside sales spend hours per day re-keying specs, checking pricing and chasing lead times. Quote turnaround decides win rate, and it is capped by how many people you have.
A large share of order volume comes in as attachments and free-text email that someone re-types into the ERP. Every re-key is a labor cost and an error waiting to happen.
Product fit, substitutions, customer history and supplier quirks live with a few veterans. When they retire or go on leave, service quality drops and new hires take a year to become useful.
AI reads incoming RFQs, pulls specs and pricing rules, drafts the quote and flags anything outside policy for human review. Quote turnaround typically drops from days to hours; estimators handle two to three times the volume. Typical build $20,000–$75,000.
AI extracts line items, validates against your catalog and customer terms, and stages the order in your ERP with exceptions surfaced. Re-keying labor typically drops 60–80% on covered order types. Typical build $15,000–$60,000.
Order status, product questions, substitutions and returns answered from your actual data and policies, with complex cases routed with context attached. First-response time typically halves; the same team handles more accounts.
Turn the veterans' know-how — product fit, supplier notes, customer history — into a searchable assistant your service and sales teams use every day, so onboarding takes months instead of a year.
No. Most of the payback is in the work that happens before data reaches the ERP — reading, validating, drafting. AI sits in front of your system and stages clean data into it. The Readiness Audit reviews your core systems and tells you what integration is realistic. Fixed price from $9,500.
By payback, not impressiveness: volume × labor cost × repeatability, discounted by how accessible the data is. In this industry that ranking usually puts quoting or order entry first. A2's Readiness Audit produces the ranking for your specific operation.
Resistance follows exclusion. A2 builds with your staff in the working sessions — they choose the workflows, correct the system and own it at handoff. The goal is to take re-keying off their desks, not to take their desks.
First workflow live and measured typically within a quarter of starting the audit. We deploy to a small group, measure hours and turnaround before and after, and let the measured result fund the next workflow.
The AI Payback Scorecard estimates your opportunity and flags what will stall you — free.
Take the Scorecard