Supply Chain Exception Escalator
Mid-Size Manufacturer · Procurement & Operations
PROBLEM
Even with vendor documents normalizing cleanly and performance trends surfacing weekly, the manufacturer still faced a response gap: when an exception hit — a short shipment, a silent vendor, a backorder notice buried in email — there was no systematic process for evaluating alternatives and getting a decision in front of the right person quickly. A procurement team member was spending 10+ hours per week parsing vendor emails, cross-referencing open POs, and manually researching alternate vendors when shortages materialized. By the time a substitute supplier was identified and an alternate order placed, the window to protect the customer had often already closed.
OBSTACLES
- Exceptions were triggered by three distinct failure modes — quantity variance against an open PO, missing ASN or shipment confirmation beyond a defined SLA window (no update within 24 hours of expected ship date), and explicit backorder signals buried in unstructured vendor email.
- “Silent vendor” scenarios were among the most damaging: no bounce, no reply, no flag — just a ship date passing without update, invisible until someone manually checked.
- Identifying a viable alternate vendor required cross-referencing available inventory, lead times, and SKU-level spec compatibility — a process that could consume hours per incident.
- Alternate SKU matching carried real risk; a substitute had to meet spec equivalency, not just category proximity, and an incorrect match could create downstream quality or safety issues.
- No centralized exception queue existed; follow-up depended on individual memory and inbox management, meaning response time was inconsistent and often too late.
OUTCOME
This agent operates as the exception-handling layer downstream of the vendor document normalization pipeline. Exceptions are defined precisely: PO quantity variance outside tolerance, no ASN or confirmation within 24 hours of expected ship date, or an explicit backorder signal extracted from vendor correspondence. The agent evaluates each exception against an alternate vendor library sourced from the ERP vendor master and approved supplier list, cross-referencing pre-approved substitutes by SKU category. Recommendations are ranked by lead time, availability, cost delta, and spec match confidence.
The system does not auto-place orders or contact vendors without explicit buyer approval. Its role is to compress the time between detection and informed decision — not to make the decision.
RESULTS
- Average time from exception detection to buyer notification reduced from same-day-or-later to under 15 minutes.
- Manual vendor research and alternate sourcing time reduced from 10+ hours/week to under 2, recovering approximately 8 staff hours weekly.
- In observed cases, an estimated 70% of delayed-shipment exceptions were resolved before customer impact, compared to roughly 30% under the manual process.
- Short-shipment and backorder incidents resulting in unplanned customer escalations reduced by an estimated 60% in observed cases.
Creating a vendor feedback platform to enable vendors and suppliers to exchange feedback and gain insights into working relationships for Abbott.
Empowering the US Chamber of Commerce with a versatile white label portal, an intuitive financial dashboard, and a custom API for seamless data integration.
Developing a lightning-fast, fuzzy search solution for a Sharepoint-integrated Angular JS app.
Empowering an Industry Leader with Email Migration and Security Enhancement
Enhancing customer support for an online charity auction platform with integrated CRM, sentiment analysis, and streamlined communication channels.
Creating a bespoke, personalized website for a leading weight loss clinic, emphasizing individualized care and secure communication of sensitive medical information.
Building a first of it’s kind procurement feedback platform for Diversity Suppliers / Buyers.
Overhaul of search and tagging structure using NLP, translated into 4 languages
Developing a custom dashboard with seamless AI integrations and API connections to empower SMB owners with enhanced performance visibility and streamlined data management.
Empowering Hoodle with strategic marketing support to implement ClickFunnels effectively and offering design mockups to breathe new life into their website
Early development of the website increased daily traffic to 180,000 users.
The Italian Trade Agency works alongside Italian companies to ensure them the greatest success on international markets and to encourage foreign companies to look to Italy as a reliable global partner.
Empowering a law firm through a website overhaul, Google Analytics strategy and implementation, and targeted PPC campaigns.
Silgan Closures manufacture Plastic bottle caps.

