Spend Request Review Predictions

Overview

Available on Ramp Plus. See Ramp Plus overview for plan details.

Note: This article applies to Admins and Owners who review fund spend requests.

Spend request review predictions are AI-powered recommendations that help admins make faster, more informed decisions when reviewing fund spend requests. When you review a spend request, you see a recommendation — Approval recommended, Review recommended, or Rejection recommended — along with the reasoning behind it.

Predictions are available to Ramp Plus customers with an uploaded policy document. Predictions are generated automatically — no separate activation is required.


How predictions work

When you open a fund spend request for review, the Spend Request Agent analyzes the request and generates a recommendation. The agent evaluates:

For change requests (edits to an existing fund), the agent evaluates the difference from the current fund rather than treating the request as a new fund.


Where to see predictions

Predictions appear in three places:


Understanding recommendations

Each prediction produces one of three recommendations:

RecommendationWhat it means
Approval recommendedThe request aligns with your policy and the agent identified no significant risk factors.
Review recommendedThe agent identified factors that need human judgment, such as a potential overlap with an existing fund, a mismatch with a spend program, or ambiguous policy coverage. This recommendation also appears when the agent does not have enough context to make a confident recommendation.
Rejection recommendedThe agent identified a clear policy violation with no in-policy alternative.

Recommendations are suggestions only. As a reviewer, you always have final authority to approve or reject any spend request regardless of the recommendation.

Each recommendation includes a rationale explaining the agent's reasoning, including references to relevant sections of your policy document.


Providing feedback

You can help improve future predictions by providing feedback on any recommendation:

  1. Open a spend request with a prediction on the request detail page.
  2. Click the thumbs up or thumbs down button next to the recommendation.
  3. Optionally enter a reason for your feedback in the text box.
  4. Click Submit feedback .

Your feedback helps the system learn your business's approval patterns and improve the accuracy of future recommendations. Once you submit feedback on a prediction, the feedback buttons are hidden for that request.


Prerequisites and permissions

Prerequisites

Who can see predictions

Spend request review predictions are currently visible to Admins and Owners who review fund spend requests.

Other roles, including budget owners and managers, do not see spend request predictions at this time.

Note: The visibility setting on the Settings > Expense Policy page controls who can see transaction and reimbursement review predictions. That setting does not affect spend request predictions, which are currently limited to Admins and Owners.


Troubleshooting

Predictions are not appearing on spend requests

Verify the following:

  1. Your business is on Ramp Plus .
  2. Your business has an uploaded and published policy document. Go to Settings > Expense Policy to check. See Set Up Policy Agent for instructions on configuring your policy document.
  3. You are signed in as an Admin or Owner . Other roles do not see spend request predictions.
  4. The request is a fund spend request . Predictions are generated for fund spend requests only.

If all of the above are correct and predictions still do not appear, contact Ramp Support.


Frequently asked questions

Who can see spend request review predictions?

Admins and Owners who review fund spend requests. Other roles, including budget owners and managers, do not see spend request predictions at this time. For transaction and reimbursement predictions, admins can extend visibility to all reviewers through Settings > Expense Policy.

Can I turn off spend request review predictions?

There is no per-user or per-business setting to disable spend request review predictions. Predictions are generated automatically for Ramp Plus businesses with a published policy document. The feature is on by default and cannot be individually disabled.

What should I do if a recommendation is inaccurate?

Click the thumbs down button on the recommendation and optionally describe what was wrong. Your feedback is used to improve future predictions. Regardless of the recommendation, you always have final authority to approve or reject the request.

How can I improve the accuracy of recommendations?

Keep your policy document up to date and comprehensive. The Spend Request Agent uses semantic search to find relevant sections of your policy for each request — a more detailed policy with clear rules, thresholds, and exceptions produces more confident recommendations. Providing thumbs up or thumbs down feedback on predictions also helps the system learn your business's approval patterns over time.