How Ripple rolled out AI RFP automation to 150 people to replace 40-hour manual RFPs with 70–80% auto-filled answers

Ripple swapped all-hands RFP scrambles for a shared source of truth that drafts most answers automatically.

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70–80% of RFP Questions Auto-Filled

First drafts come from a vetted, centralized library, so SMEs only handle the remaining 20–30%.

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150 Users Live on Launch Day

Rolled out across North America, Europe and APAC in a single day.

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Chosen Over AutoRFP on Accuracy

Picked in a head-to-head pilot even though AutoRFP cost about 50% less.

Ripple and Inventive AI case study cover

For Ripple, RFPs are how banks and financial institutions buy enterprise payments, custody, stablecoin and prime services. Each one pulled senior pre-sales staff away from clients for 40+ hours. With Inventive AI, Ripple built a single vetted response library that now drafts most answers automatically. This case study draws on conversations with Ripple's enablement, solutions and sales teams across three regions.

Impact at a Glance

Ripple impact at a glance: Measurable Impact From Day One

About Ripple

Ripple provides enterprise-grade payments, custody, stablecoin and prime services to financial institutions globally. Banks procure these services through complex RFPs, often arriving as large PDFs and spreadsheets with hundreds of questions. That makes responding to RFPs a direct part of Ripple's pipeline.

The Challenge: Every RFP Was an All-Hands Scramble

Ripple's global pre-sales team was constantly overwhelmed. RFPs diverted top talent away from active clients and pipeline generation. Each region had also built its own answer library.

"Every RFP that we've received up to this point in time has pulled our best people away from clients and pipeline for upwards of 40 hours each... to do manual, time-consuming work. There's been no centralized or documented process, so regions have been building their own answer libraries and providing inconsistent messaging to prospects."
— Hannah Decker, Field Enablement (Sales & CPS), Ripple
"RFPs are the bane of our existence."
— Brian Van Peski, Customer Solutions Director, Ripple
"We have RFPs that are 750 questions."
— Dimitri Restaino, Customer Solutions Director (North America), Ripple

Why Ripple Chose Inventive AI Over AutoRFP

In January 2026, Ripple ran a two-tool pilot comparing Inventive AI against AutoRFP. For a highly technical team, price wasn't the deciding factor. Accuracy and trust were, and the key question was the one every technical buyer asks: does AI RFP software hallucinate?

"You guys were by far the most accurate. My core criteria was: does it make stuff up? As long as it doesn't make stuff up, I can find a way to make this work. On the whole, I'd say the tool's been fairly spectacular. I've done hundreds of questions now, and only once has it been [wrong]."
— David Ogilvy, Ripple

The partnership is also what made Inventive AI the stronger AutoRFP alternative. Ripple valued a vendor that stayed close to the product and to its customers.

"The advantage that you guys have over some of the other competitors we're looking at is that you are more nimble and more technically in the weeds with your product, as well as on the ground with your customers. As someone who's worked with a lot of vendors, that's not always a given."
— Hannah Decker, Field Enablement (Sales & CPS), Ripple

The Rollout: Global AI RFP Automation in Action

On May 12, 2026, Ripple launched Inventive AI company-wide across North America, Europe and APAC. The team paired the software with a standard operating procedure:

  1. Initiation: Projects are created automatically from Salesforce.
  2. AI drafting: Inventive AI generates first drafts from a vetted, centralized knowledge hub.
  3. Targeted review: SMEs are tagged only on questions that need their expertise, with clear SLAs.
"Inventive AI is going to give us a shared source of truth... helping autofill roughly 70% to 80% of the RFP questions automatically. That remaining 20% to 30% is where your expertise matters—targeted and efficient, not an all-hands scramble."
— Hannah Decker, Field Enablement (Sales & CPS), Ripple

Beyond the RFP: AI Agents and Slack Integration

Ripple's global teams also use Inventive's AI Agents Hub and Slack bot to answer ad-hoc customer questions on the spot.

"I actually find it pretty easy to use. I've enjoyed asking natural language questions in the AI Agents Hub. It's pulling from the knowledge base and giving me a very clear, accurate answer."
— Pre-sales team member, London, Ripple
"Being able to comb through information very quickly and get the key data points probably saved me an hour or two of time. And I get hit up on those all the time."
— Robert Baksa, Head of Custody Sales, North America, Ripple

The Results: Faster Deals, Better Answers with Inventive AI

After rollout, AI RFP automation changed how Ripple’s pre-sales and revenue operations teams work across all three regions.

95% of Pre-Sales Questions Answered Straight Away

"I would say that 95% of the pre-sales questions can be cleanly answered straight away."
— Robert Baksa, Head of Custody Sales, North America, Ripple

Answer Quality the Team Trusts

"I'm very happy with the quality of answers in the solution, absolutely."
— Matthias Mecke, Client Solutions Director, Ripple

Cleaner Writing Than Manual Drafts

"Your tool is better at producing grammatically correct, commercially safe, clear and concise answers than my SMEs are. My SMEs are better at producing facts than your tools are."
— Sales Director, Ripple

A Knowledge Base Built for More Than RFPs

"What you're really selling is a clean knowledge repository source of corporate information that could feed an endless variety of use cases."
— Robert Baksa, Head of Custody Sales, North America, Ripple

Draft RFPs the way Ripple’s pre-sales team does

Inventive AI helps financial services teams respond to complex RFPs with accurate, cited answers from approved content.

Book a demo to see how Inventive AI handles RFPs like Ripple's.

Frequently Asked Questions

Does Inventive AI work inside Slack and Salesforce?

Yes. Inventive AI connects to Slack, Salesforce, SharePoint and Google Drive, so teams pull approved answers without switching tools. Ripple's sales team uses the Slack bot for quick customer questions that never become a formal RFP.

Does AI RFP software hallucinate or make up answers?

Generic AI tools can, which is why Ripple made it the core test. Inventive AI drafts only from approved content, cites its sources and flags missing information instead of guessing.

What should financial services teams look for in RFP software?

Answer accuracy matters more than price. Banks ask detailed technical and compliance questions, so a wrong answer costs more than a pricier tool. Look for answers grounded in approved content, SOC 2 compliance, data isolation and role-based permissions.

Is Inventive AI a viable AutoRFP alternative?

Yes. Ripple ran both side by side and chose Inventive AI for answer accuracy and a technically hands-on vendor team, even though AutoRFP cost about 50% less.

How much time can AI RFP automation save an enterprise pre-sales team?

Most of the saving is senior time. When AI drafts 70–80% of answers from a vetted library, experts review instead of write and only step in on questions that need their judgment.

How do you roll out RFP automation across a global team?

Launch every region on one SOP: projects created from the CRM, SMEs tagged only where needed, and SLAs everyone agrees to. A shared process matters as much as the tool.