# Mandel AI > AI Coordination Layer for Supply Chain. Mandel handles supplier work from RFQ through invoice. ## Pages - [Homepage](https://mandel.ai): How Mandel runs direct-materials sourcing and ordering work, plus historical replay - [Resources](https://mandel.ai/blog): Practical guides to evaluating supply chain AI, testing it on past orders, and measuring results - [Use cases](https://mandel.ai/use-cases): RFQ, purchase-order, invoice-discrepancy, and entitlement workflows Mandel can run - [Industries](https://mandel.ai/industries): How Mandel runs work for industrial manufacturing, distribution, and regulated direct-materials operations - [Compare](https://mandel.ai/vs): How operational execution differs from assistants, supplier portals, and EDI - [Privacy Policy](https://mandel.ai/privacy): Privacy policy and data handling practices - [Trust & Security](https://trust.mandel.ai): Security center with compliance information ## Comparisons - [Mandel vs. AI assistants](https://mandel.ai/vs/ai-assistants): Where ChatGPT and Copilot help, where a custom agent fits, and what Mandel takes on for a purchasing team. - [Mandel vs. Supplier portals & EDI](https://mandel.ai/vs/supplier-portals-edi): Keep your transaction infrastructure. Handle the follow-ups, changes, and discrepancies that still need a person. ## Resources - [Startup of the Week: Mandel AI](https://mandel.ai/blog/art-of-procurement-startup-of-the-week): What happens after the PO leaves the ERP? Nick Gospodinov joins Jyothi Hartley to discuss supplier communication and the realities of adopting procurement AI. - [Build, buy, hire or outsource your procurement workflow?](https://mandel.ai/blog/build-buy-hire-procurement-automation): Compare hiring, outsourcing, building and buying for direct-materials procurement, including the follow-up each option leaves with your team. - [How to chase unconfirmed purchase orders without losing the changes](https://mandel.ai/blog/chase-unconfirmed-purchase-orders): A practical follow-up process for missing PO acknowledgements, partial confirmations, and supplier changes that need a buyer decision. - [How to compare supplier quotes for direct materials](https://mandel.ai/blog/compare-supplier-quotes): Normalize supplier quotes by specification, quantity, price basis, delivered cost, timing, and exceptions before making an award decision. - [How to confirm purchase order changes with suppliers](https://mandel.ai/blog/confirm-purchase-order-changes): Work a PO amendment through approval, supplier acknowledgement, implementation, and read-back without accepting stale or conflicting revisions. - [Invoice discrepancy resolution checklist for procurement teams](https://mandel.ai/blog/invoice-discrepancy-resolution-checklist): A reusable checklist for assigning an invoice issue, assembling evidence, coordinating the correction, and closing every handoff. - [How to resolve missing supplier certificates before material is needed](https://mandel.ai/blog/missing-supplier-certificates): Identify the required certificate, match it to the correct shipment and lot, obtain missing evidence, and hand it to quality for disposition. - [Build a procurement AI approval matrix your team can actually use](https://mandel.ai/blog/procurement-ai-approval-matrix): Define which supplier actions AI may take, which need a buyer decision, and what evidence, limits, and stop conditions each action requires. - [Your first procurement AI workflow: a practical rollout guide](https://mandel.ai/blog/procurement-ai-rollout-guide): Prepare your team to hand supplier work to Mandel: choose the first job, set approvals, review past orders and check the results of live work. - [Procurement automation around SAP, NetSuite and Dynamics 365](https://mandel.ai/blog/procurement-automation-sap-netsuite-dynamics): See how supplier follow-up, delivery changes and approved updates fit around SAP, NetSuite and Dynamics 365, with a workbook for your buying and systems teams. - [A procurement buyer handover that keeps open orders moving](https://mandel.ai/blog/procurement-buyer-handover): Transfer supplier commitments, unresolved decisions, deadlines, evidence, and system ownership so a covering buyer can act without reconstructing the desk. - [Purchase order confirmation checklist: what to check before updating the order](https://mandel.ai/blog/purchase-order-confirmation-checklist): A line-by-line checklist for checking supplier acknowledgements against quantities, specifications, prices, dates, and approved PO changes. - [Track purchase order dates without confusing a request with a promise](https://mandel.ai/blog/purchase-order-date-tracking): Define requested, promised, dispatch, receipt, and usable dates, preserve revisions, and turn supplier date changes into clear buyer actions. - [How to recover supplier rebates from agreement to settlement](https://mandel.ai/blog/recover-supplier-rebates): Turn a supplier rebate agreement into a checked transaction population, supported claim, and verified financial outcome. - [How to resolve supplier invoice price discrepancies](https://mandel.ai/blog/resolve-invoice-price-discrepancies): Trace an invoice price difference to the agreed terms, send a precise correction request, and verify the final result. - [A direct-materials RFQ template that produces comparable quotes](https://mandel.ai/blog/rfq-template-direct-materials): Build an RFQ around exact material requirements, delivery schedules, response fields, and explicit exceptions, with a reusable supplier template. - [How to resolve rejected ship-and-debit claims without resubmitting errors](https://mandel.ai/blog/ship-and-debit-claim-rejections): Reconcile rejected claim lines to supplier authorisations, customer sales, returns, and previous claims, then track corrected amounts through settlement. - [Supplier claim evidence checklist: build a request they can verify](https://mandel.ai/blog/supplier-claim-evidence-checklist): Assemble an evidence pack for a price, rebate, shortage, or other agreed supplier claim with clear coverage, calculations, and next steps. - [Build a supplier delivery delay recovery plan your team can execute](https://mandel.ai/blog/supplier-delivery-delay-recovery-plan): Turn a late supplier commitment into a line-level recovery plan with feasible options, named decisions, milestones, and receipt evidence. - [How to apply supplier price-list changes without repricing the wrong orders](https://mandel.ai/blog/supplier-price-list-changes): Validate item mappings, units, effective dates, and agreement scope before updating purchasing prices, then verify the first affected orders and invoices. - [Supplier price protection claims: prove the covered inventory and amount](https://mandel.ai/blog/supplier-price-protection-claims): Build an agreement-backed price protection claim with a cutoff inventory snapshot, eligibility reconciliation, duplicate checks, and verified closure. - [How to keep supplier quotes valid while approval is pending](https://mandel.ai/blog/supplier-quote-expiry): Track quote validity, internal decision deadlines, and changing availability so an approved purchase still has a usable supplier offer behind it. - [How to follow up on supplier quotes and get complete responses](https://mandel.ai/blog/supplier-quote-follow-up): Use targeted RFQ reminders, clarification requests, and validity checks to turn supplier replies into offers a buyer can evaluate. - [Supplier returns and credit: close the goods, replacement, and money](https://mandel.ai/blog/supplier-returns-and-credit): Coordinate an authorised supplier return from affected lots through dispatch, supplier acceptance, replacement inspection, and verified credit. - [How to resolve supplier technical questions before they delay the quote](https://mandel.ai/blog/supplier-technical-clarifications): Route drawing, specification, and material questions to the right owner, then carry the approved answer through to a revised supplier response. - [Why a three-way match can pass with the wrong contract price](https://mandel.ai/blog/three-way-matching-contract-price-errors): Check the commercial terms behind a matched purchase order, with a practical review for stale prices, amendments, and effective dates. - [How to track partial shipments without losing the remaining quantity](https://mandel.ai/blog/track-partial-shipments): Reconcile ordered, promised, dispatched, received, and usable quantities across split deliveries, shortages, returns, and approved cancellations. - [How to track supplier credit notes through to closure](https://mandel.ai/blog/track-supplier-credit-notes): Keep promised credits, issued documents, finance verification, and settlement visible so supplier claims do not stop at an email. - [Will AI actually take work off your team?](https://mandel.ai/blog/how-to-evaluate-ai-agents-for-direct-materials): A practical procurement AI evaluation: select real orders, test difficult cases and approvals, inspect completed work, and build a defensible pilot scorecard. - [Test procurement AI on orders you already know](https://mandel.ai/blog/historical-replay-for-procurement-ai): Build a time-ordered historical replay with source records, independent review, normal cases, and a clear distinction between proposed actions and verified outcomes. - [Follow each discrepancy through to a verified financial result](https://mandel.ai/blog/exposure-recovery-and-closure): Build a procurement value ledger that separates potential exposure, accepted claims, issued credits, settled benefit, and operational work still open. - [Supply Chains Still Run on Email. We Raised $3.9M to Fix That.](https://mandel.ai/blog/seed-announcement): We've raised our $3.9M seed round to build a system that runs direct-materials operational work. Here's where we've been, where we're going, and why this matters. ## About Mandel is the AI Coordination Layer for Supply Chain. It chases suppliers, gathers complete quotes, resolves order changes, pursues invoice corrections and credits, and updates the ERP. The work runs across email, documents, portals, EDI, and existing business systems, within agreed approvals. Each case keeps the evidence, actions, decisions, and outcome together. Teams can start with a historical review of supplier correspondence and order records; the review sends no messages and changes no ERP records. Detected exposure is kept separate from verified recovery. Founded in 2023 by Nick Gospodinov. Backed by Y Combinator (S23), Category Ventures, Ritual Capital, and e2vc. Based in San Francisco, CA. - Over $1B+ in material spend processed - SOC 2 Type II compliant - Works across email, documents, portals, EDI, and ERP ## Features ### Supplier work carried through Mandel gathers complete quotes, follows up on confirmations, resolves discrepancies, and pursues claims. The result and supporting evidence stay with the case. ### Cross-system execution Mandel gathers the evidence a job needs across email, documents, portals, EDI, and ERP, then takes the next action inside the authority you grant. ### ERP write-back Mandel reconciles contradictory records and writes the verified outcome back to the source-to-pay or ERP system so the operational record stays current. ### Decision-ready escalation Mandel acts autonomously where authorised. When judgement is required, it brings the investigation, evidence, and proposed action rather than another raw alert. ### Historical replay Review past supplier messages and orders to identify missed changes, unresolved follow-ups, and possible credits. Proposed actions are not live actions; potential exposure is not recovered money. ## Contact - Website: https://mandel.ai - LinkedIn: https://linkedin.com/company/mandel-ai - Twitter: https://x.com/mndl_ai - YC Profile: https://www.ycombinator.com/companies/mandel-ai