BambooHR — When Email Needs a Different Kind of AI

Case Study

The Problem

Chat replies don't belong in an inbox.

BambooHR's Agentforce chat agents (Scout and Sidekick) run on Gemini and deliver fast, concise answers in real-time conversation. But a chat-style reply over email just creates another round trip.

Email Channel

A support question arrives via email — the agent gets one shot to resolve it.

"Hi, I need to reset my BambooHR password but the reset link isn't working. I've tried clearing my cache and using a different browser. Can you help?"

Chat-Style Reply

"Try going to the login page and clicking 'Forgot Password.' If that doesn't work, contact your admin."

No citations. No steps. No resolution.

Customer replies back, case stays open.

What Email Requires

A thorough, cited reply eliminates back-and-forth and resolves the issue in one message:

  • Step-by-step instructions
  • Numbered citations to source articles
  • Resolve in one message

Digital resolution — case closed.

Same customer. Same question. The medium changes what "good" looks like.

The Idea

Use the right model for the medium.

When the content requirement is a quick, conversational answer, Gemini delivers. When it's a thorough, cited response designed to resolve in one message, Claude is the better fit. Same question, different demands, completely different output.

Gemini

Chat
Customer Asks
How do I reset my BambooHR password? The reset link isn't working.

Agent Reply
Go to your BambooHR login page and click "Forgot Password." Enter your email and check your inbox for a reset link. If you don't see it, check your spam folder or ask your admin to reset it for you.

Quick, conversational — designed for back-and-forth.

Claude

Email
Customer Asks
How do I reset my BambooHR password? The reset link isn't working.

Agent Reply
Hi — I'd be happy to help you get back into your account. Since the standard reset link isn't working, here are a few things to try:

  1. Navigate to your company's BambooHR login page and click "Forgot Your Password?"
  2. Enter the email address associated with your account — make sure it matches what your admin has on file.
  3. If the reset email doesn't arrive within a few minutes, check your spam/junk folder.
  4. If you're still not receiving it, your company may use SSO. Check with your IT team to confirm your login method.

If none of the above resolves it, your admin can manually reset your password from Settings > Access Levels.

[1] Logging In to BambooHR

[2] Managing User Access

Thorough, cited, structured — designed to resolve in one message.

How It Works

From inbound email to digital resolution.

The agent manages the full case lifecycle autonomously — answering, escalating, routing, confirming resolution, and handling reopened cases, all 24/7.

  1. Ingest Email-to-Case creates the case; OmniChannel routes to the agent.
  2. Retrieve Einstein RAG finds relevant chunks, then full source articles are fetched by citation ID.
  3. Compose Claude writes a thorough, cited email grounded in full knowledge articles.
  4. Manage Confirms resolution, handles reopens, escalates when needed — full lifecycle.

The Results

Autonomous support at scale — live today

  • 715+ Knowledge Articles
    Full source articles fed to Claude, not just RAG chunks.
  • 24/7 Autonomous Coverage
    Answering, routing, escalating, and confirming resolution.
  • 1 Message Resolution
    Designed to resolve cases in a single email reply.

The Takeaway

The right AI model isn't about the channel. It's about what the content demands.

BambooHR started with Gemini for chat because speed and brevity were the priority. But a thorough, cited reply that resolves the issue without back-and-forth is a better answer — and that content requirement pointed to Claude. That same reasoning is now driving the roadmap: as the bar for quality rises, the full-article retrieval pattern and Claude's compositional strengths will extend to chat as well. The process — define what the content demands, then choose the model — is what scales.

  • 715+ articles
  • 24/7 autonomous
  • 5 topic routing