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AI Agent Developer: Portland
Nike's Beaverton headquarters, Columbia Sportswear, and Adidas North America all run supplier compliance programs that share the same operational cost: people chasing documents. A sustainability director managing 200-plus supplier relationships typically has two full-time staff dedicated to sending data requests, following up, and assembling quarterly emissions reports.
An agent that sends structured data requests to each supplier, validates incoming submissions against expected formats, calculates Scope 3 emissions aggregates, and flags non-compliant or overdue suppliers reduces that to one person reviewing agent output. The work shifts from data collection to data governance.
We build these agents with a fixed scope tailored to your supplier program.
Tell us about your supplier or ESG workflow.
The clearest fit is a sustainability, sourcing, or compliance team at a Portland-area manufacturer or retailer that has already committed to ESG reporting standards, has a supplier network of 100 to 500 companies, and is currently filling out that report using spreadsheets and email threads.
Vacasa uses agents for guest service automation. Property managers who handle 50-plus properties have the same structural problem: high-frequency, low-judgment communication tasks that consume staff time. An agent that handles routine guest requests, escalating only unusual situations to a property manager, follows the same pattern as the supplier compliance agent.
The common thread is volume and structure. If you can write down the rules for what a correct supplier submission looks like, an agent can check submissions against those rules at scale.
Why two people and a quarterly deadline becomes an agent problem.
A 200-supplier network with a Q3 reporting deadline means 200 individual data requests going out, 200 responses coming in at different times and in different formats, and a compliance manager tracking which ones are complete, overdue, or missing required fields.
In a typical quarterly cycle, 20 to 30 percent of suppliers do not respond to the first request. Each non-response requires a follow-up. Two follow-ups per non-responding supplier on a 200-supplier network is 80 to 120 additional emails the team sends manually.
Suppliers submit data in whatever format is convenient for them. Some send a formatted spreadsheet. Others copy numbers into an email reply. A few attach a PDF of an internal report. Someone has to extract the data and enter it into the master tracking sheet.
Scope 3 calculations require applying GHG Protocol emission factors to raw activity data. Most teams do this in Excel. One formula error in the master sheet propagates through the entire report. The agent applies calculations consistently and flags submissions where the supplier’s pre-calculated figure differs from the protocol-derived result.
The agent reads your supplier directory, generates a data request for each supplier specifying the required fields and format, and sends via email or a supplier portal API. Requests go out on your defined schedule without manual drafting.
Incoming submissions are parsed against the expected schema. The agent maps CSV and PDF submissions to the structured format, flags fields that are missing or outside expected ranges, and marks submissions as valid, flagged, or failed.
The agent applies GHG Protocol Category 1–4 emission factors to each supplier’s activity data. It produces per-supplier figures and a portfolio aggregate. It also surfaces the top 10 emitters by contribution, which is the section ESG reports always ask for first.
Suppliers who miss deadlines, submit incomplete data, or show calculation discrepancies above a threshold land in an escalation queue with the specific reason. Your team reviews one list instead of monitoring 200 individual supplier threads.
We start with a discovery call. You walk us through the current process step by step: how requests go out, what you receive back, where the spreadsheet logic lives, and what your reporting deadline looks like. We document the rules the agent needs to enforce.
After the call we produce a written scope with a fixed price. No open-ended retainers. The scope covers the agent, the submission intake pipeline, the validation rules, the emissions calculation logic, and the escalation queue. We deploy to your environment and run the first collection cycle with you.
You own the code at handoff. Your team can extend it, adjust validation thresholds, or add suppliers without our involvement.
Tell us how many suppliers, what data you collect, and where the manual work sits today. We will reply within one business day.