Writing an RFP for enterprise document AI
Define workflow scope, repository integration, document permissions, evaluation, deployment, and maintenance in an enterprise document AI RFP, with practical requirement examples.
An enterprise document AI request for proposal needs to specify the data, users, evaluation method, and operating responsibilities alongside the desired features. Terms such as “knowledge search,” “security,” and “report writing” can lead suppliers to propose different scopes.
Define the first workflow, then distinguish mandatory requirements from areas where suppliers may suggest an approach. Write requirements that let them explain how they will meet the need and what requires further agreement.
Begin with the workflow and its completion conditions
For example, a procurement team may need to find item specifications and purchasing conditions in approved project documents. Describe the department, question types, source collection, outputs, and human review step.
An example requirement might read:
Procurement users must be able to search approved project documents for item specifications and purchasing conditions. Answers must identify the referenced document and original location. A responsible employee checks the original before making a purchasing decision.
If automated purchasing actions are required, describe them as a separate capability with its own approval conditions.
Make room for a useful supplier response
| Area | Example requirement | What the supplier should explain |
|---|---|---|
| Data connections | Connect designated NAS folders and approved files | Access method, formats, additional integration work |
| Answers | Provide the answer and original location together | Screen behavior and evaluation approach |
| Permissions | Enforce each user's document scope | Identity connection and test scenarios |
| Updates | Reflect edits, deletion, and access changes | Detection, verification, and failure handling |
| Deployment | Operate within the allowed network | Data flow, external connections, resource needs |
| Operations | Define incident, update, and recovery ownership | Support scope and customer preparation |
A yes-or-no response rarely identifies the conditions. Ask suppliers to distinguish included capability, configuration work, development work, and unavailable requirements, with costs, timing, and prerequisites.
Describe documents and integrations separately
Within your security policy, provide formats, expected collection size, update frequency, the presence of tables or scans, and representative questions. Representative files help suppliers propose a processing approach and realistic evaluation conditions.
For each repository, list paths, access methods, document ownership, collection accounts, and user permissions. For ERP and groupware, distinguish reading data, searching documents, modifying records, and executing actions. Using a purchase record in an answer and creating an order are different requirements.
Wissly ERP and groupware integrations are scoped to data structures and permissions. Use the NAS preparation guide and deployment comparison to describe the conditions before requesting proposals.
State how security requirements will be checked
Separate processing location, model calls, training use, retention, deletion, identity integration, and logging. Instead of “compliant security,” specify whether the response should include architecture, configuration, contract language, or account-level tests.
Define required certification scope and ask internal security or legal owners to specify regulatory requirements. One certification should not be treated as a substitute for every product control or organizational obligation.
Connect proposal evaluation to acceptance testing
Use the same documents and questions across suppliers. The RAG PoC guide helps define required facts, original-document checks, permission tests, and update tests.
Reuse those questions after installation. Agree acceptance conditions, the test environment, retesting, and ownership of outstanding issues before contracting. This distinguishes completion of installation from readiness for the business workflow.
Include maintenance and handover
Ask about updates, support contacts and hours, customer infrastructure checks, connection changes, model changes, backups, recovery, and treatment of data at service exit. Handover should cover operating instructions, configuration, account management, and incident diagnosis.
When comparing an appliance with existing-server deployment, separate hardware and software responsibility. The deployment comparison can help you put customer prerequisites and supplier deliverables into the same worksheet.
An effective RFP reduces disagreement after purchase. A smaller set of concrete requirements is often easier to evaluate and operate than a long list of loosely defined features.