AI Guide

AI Opportunity Insights for AWS Co-Sell Referrals

Read and act on Fours' AI Opportunity Insights for AWS ACE referrals — the three card types, what data leaves Fours, and when to override the AI.

5 min read

Works with

AWS

Most co-sell programs surface a referral and leave you to figure out what to do next. AI Opportunity Insights flips that around: on every AWS ACE referral in Fours, you see AI-generated guidance on health, risk, and next steps — directly from AWS’s own opportunity intelligence, served inside the Fours Console.

This guide walks through where the insights live, what the three card types mean, and how the data flows under the hood.

Fours ACE referral detail page with the AI Opportunity Insights panel on the right rail, showing a warning card, a main insight card, and three AI trigger buttons including "Help me progress this opportunity"


Where to find them

Open any AWS ACE referral in the Fours Console (/cosellv2/ace/<id>). The Insights panel sits on the right rail of the referral detail page, alongside partner contact info. It only appears for referrals that have an AWS opportunity ID — referrals still in draft don’t yet have anything to analyze.


The three card types

The panel renders three different things, in a deliberate order.

Warning cards come first. These are Fours-computed deterministic alerts — not AI — for things like stale stage, missing decision date, or low engagement. They’re the things a rules engine should flag, so we use a rules engine.

Main insight cards are next. These are the AI-generated narrative — opportunity health, deal risk signals, recommended progression. Each card has an AWS badge to make the source obvious. They’re cached for 10 days so they don’t drift mid-quarter or change every time you reload.

Trigger cards sit at the bottom. They’re one-click prompts: Help me progress this opportunity, Prepare for launch, Get estimated funding. Clicking a trigger opens the Fours AI chat side panel with the request pre-filled and the result streaming in. You can copy the response or keep chatting from there.

Three-up composite of the warning card, main insight card, and trigger card with annotations explaining what generates each


What data leaves Fours

Insights are powered by AWS’s MCP (Model Context Protocol) server, not by Fours’ own LLM. When a card is generated, Fours sends the AWS opportunity ID plus the associated customer company name, industry, stage, expected close date, monthly revenue, and pipeline details — all data already in ACE — to AWS’s MCP endpoint. AWS runs its model and returns the insight text.

This matters for two reasons. First, the LLM analyzing your opportunity is AWS’s own — built on the same data they use internally for partner success — so the recommendations stay grounded in their definitions of health and stage progression. Second, no customer data crosses into a third-party model.


How the trigger flow works

Clicking Help me progress this opportunity (or any trigger) is the most useful affordance on the panel. It does three things:

The trigger flow — user clicks "Help me progress this opportunity", Fours AI chat side panel slides open, AI-generated text streams in answering the prompt, "Copy message" button appears at the bottom

  1. Opens the Fours AI chat side panel with the opportunity context already loaded.
  2. Streams an AI-generated answer in real time — typically 100–300 words covering next-best actions, missing data, and progression risk.
  3. Surfaces a Copy message button so you can paste the guidance into Slack, email, or your CRM activity log.

The chat stays open after the trigger completes. Follow-up questions (“draft an email to the AWS rep”, “what funding programs is this eligible for?”) work as conversation continuations.


When to override the AI

Insights are guidance, not gospel. Two situations to override:

  • You have non-public context. A trigger might suggest reaching out to the AWS rep about a stuck deal when you already know the customer is mid-acquisition. Your context wins.
  • The 10-day cache is stale. Insights are cached for stability, not freshness. If you’ve just had a major shift on the deal — buyer changed, stage jumped, scope tripled — the cached insight may not reflect it. Take it with a grain of salt until the next refresh.

What’s next

AI Opportunity Insights ships today for any Fours org with AWS ACE integration enabled. For the broader picture of how AI sits across Fours, see the pillar guide on Fours’ AI features and the intro blog on the in-product copilot.

If you’re not yet on Fours, book a demo and we’ll show you the insights on your real ACE pipeline.

Ready to see Fours AI on your own pipeline?

Book a 30-minute walkthrough — we'll run the AI features above against your real ACE, offer, and CRM data.