Langfuse · onboarding-v2 traces

Per-session chat replay · last 14 days · Langfuse prod · click trace ID next to any turn to open it in Langfuse
Excludes 4 internal test sessions (channelUserId = Bale's Slack ID).
9 sessions 19 traces 9 unique users 2026-05-22 05:03 UTC → 2026-05-28 20:47 UTC models: claude-sonnet-4-5

Welcome DM funnel — last 14 days, external users only

12
v2 Welcome DM sent
PostHog · v2_onboarding_connect_slack_success
67%
8
Replied
Langfuse · onboarding-v2 tag
−4
4
No reply
DM sent but no Langfuse trace

No-reply users (4):

  • matthew@mbcgroup.ai 2026-05-25
  • cbelaiter@withcherry.com 2026-05-25
  • edin@veltha.ai 2026-05-21
  • rmcandrews@withcherry.com 2026-05-21

Replied users (8):

Caveats. (1) Internal test accounts (@runbear.io, +qa, snow@) excluded. (2) Casper Langfuse session has no PostHog DM event in this 14d window — DM was likely sent earlier, so reply rate may be slightly understated. (3) All 12 external users had the inbox-runbear-native-mcp-rollout flag = true, so all received the v2 DM format.

1. Laura

2026-05-28 20:47 UTC 2 traces 5 msgs claude-sonnet-4-5 slack
session_id: 1779823683.624989 user_id: 9990d876 tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear153f06a6
Hey Laura. I'm Runbear — I work in Slack with you. Two ways to start:
Show me what's possible
Runbear153f06a6
What's one thing that ate your morning today?

A couple of starters in case you're not sure — or just type your own version.
What happened in #hr-it-help today?
Runbear02e187f4
✅ Pretty quiet in there today — just Luke asking for Datadog access and you pointing him to the access request form.

Want me to run this every morning so you don't have to keep checking?
- Every workday 9am
- Every workday 5pm

Not your rhythm? A couple of other things people commonly start with:
- "What @-mentions did I miss?"
- "Tell me everything about [customer email]"

onboarding steps: ✓ ask a question ☐ connect more tools ☐ create a trigger ☐ hire an AI teammate

2. KB

2026-05-27 17:21 UTC 5 traces 11 msgs claude-sonnet-4-5 slack
session_id: 1779902181.385549 user_id: b568a846 tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear0afcaf35
Hey KB. I'm Runbear — I work in Slack with you. Two ways to start:
Show me what's possible
Runbear0afcaf35
👋 Hi KB. I'm Runbear.

What's one thing that ate your morning today?

You can type one of these to me, or describe your own version:
What happened in #barrel-hires today?
Runbear1ba1c00f
✅ 3 messages in there today — Chaitanya kicked off a thread sharing an article defining what "barrel" hires are, Joshua added a podcast link with more context, and you replied saying you'd never heard the term before Abridge. Small clarification thread on the concept.

Want me to run this every morning so you don't have to keep checking manually?
- Every workday 9am
- Every workday 5pm

Or if you'd rather try a different angle:
- "What @-mentions did I miss?"
- "Tell me everything about [customer email]"

onboarding steps: ✓ ask a question ☐ connect more tools ☐ create a trigger ☐ hire an AI teammate
What happened in <#C0A7AELFARL> this week?
Runbear531ef55b
Just the one thread this week. Chaitanya posted Tuesday morning sharing an article clarifying the "barrel" hire definition since there's been confusion about the term. Joshua added a podcast link with more context around minute 15:35, and you replied saying you'd never heard "barrel" as a term before joining Abridge.

Quiet week overall — looks like the channel is mostly used for occasional concept clarification.

Want me to watch this going forward and send you a weekly digest every Monday morning?

onboarding steps: ✓ ask a question ☐ connect more tools ☐ create a trigger ☐ hire an AI teammate
Yes, send a weekly digest every Monday morning
Runbear5023e2b9
✅ Set up — every Monday 9am Eastern, I'll DM you a digest of the week's #barrel-hires activity.

[View trigger](https://app.runbear.io/personal/event-triggers/scheduled-bf3b503c-f64d-4caf-9d4e-0c28b2503e20)

You can run it right now to see what it looks like. Want to run it now?

onboarding steps: ✓ ask a question ☐ connect more tools ✓ create a trigger ☐ hire an AI teammate
how do I connect more tools for the next onboarding steps
Runbearcf3710f6
Sure — depends what kind of work eats your day. A few common ones:

- **Email triage and draft replies** — summarize incoming emails, draft responses, alert on keywords
- **Meeting follow-up** — turn recordings into summaries and notes
- **Tracking deals or pipeline** — log activity, surface stalled items, summarize movement
- **Managing tickets or project tasks** — sort by priority, recap drops, nudge stale items

Which one would save you the most time?

onboarding steps: ✓ ask a question ☐ connect more tools ✓ create a trigger ☐ hire an AI teammate

3. Edgar

2026-05-27 17:08 UTC 2 traces 5 msgs claude-sonnet-4-5 slack
session_id: 1779901657.231079 user_id: 1d25a8cf tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear8a46fffa
Hey Edgar. I'm Runbear — I work in Slack with you. Two ways to start:
Show me what's possible
Runbear8a46fffa
👋 Hi Edgar. I'm Runbear.

What's one thing that ate your morning today — something you wish someone on your team would just answer for you?

If nothing comes to mind, try one of these:
I have a job in mind
Runbeardad9cabc
What work would you like to hand off? Tell me directly, or choose one below to get started.

4. Tangudu

2026-05-26 07:44 UTC 1 trace 3 msgs claude-sonnet-4-5 slack
session_id: 1779781043.867629 user_id: 6cf78869 tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear00cbed7c
Hey Tangudu. I'm Runbear — I work in Slack with you. Two ways to start:
Tangudu00cbed7c
What is your call back url for salesforce custom mcp to integrate with you?
Runbear00cbed7c
I don't have access to specific callback URLs or webhook endpoints for custom MCP server integration - those are typically generated when you set up the integration through the Runbear web app.

However, I can see you already have **Salesforce REST API tools connected** to this agent (I have access to many Salesforce operations like querying, creating records, updating opportunities, etc.).

**To clarify what you need:**

1. **If you want to use Salesforce with me right now** - the integration is already active. You can ask me to search Salesforce, update records, create opportunities, etc.

2. **If you need to set up a custom MCP server** for Salesforce with specific callback/webhook configuration, that's done through the Runbear web app at:
- Navigate to your agent settings → Integrations → Custom MCP
- The callback URL would be generated there during setup

**Could you tell me more about what you're trying to accomplish?** Are you:
- Looking to use the existing Salesforce integration?
- Setting up a custom webhook for Salesforce events?
- Configuring a different type of MCP server?

I can help guide you to the right place or help you use the Salesforce tools that are already connected.

5. Casper

2026-05-25 20:22 UTC 1 trace 3 msgs claude-sonnet-4-5 slack
session_id: 1779740463.388189 user_id: e5aa9794 tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear745a3287
Hey Casper. I'm Runbear — I work in Slack with you. Two ways to start:
Casper745a3287
Show me what's possible
Runbear745a3287
Perfect — I can see you write in English. Let me show you what I can do.

What's one thing that ate your morning today?

To get started, try typing one of these back to me:
- "What @-mentions did I miss?"
- "What happened in #[channel name] today?"

Or describe your own version — I'll figure it out.

onboarding steps: ☐ ask a question ☐ connect more tools ☐ create a trigger ☐ hire an AI teammate

6. Richard

2026-05-25 13:13 UTC 3 traces 6 msgs claude-sonnet-4-5 slack
session_id: 1779714725.164869 user_id: 59161a7a tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear628e5531
Hey Richard. I'm Runbear — I work in Slack with you. Two ways to start:
Richard628e5531
Show me what's possible
Runbear628e5531
What's one thing that ate your morning today?

Two starters if nothing comes to mind — or describe your own version:
Richard882f185b
What @-mentions did I miss?
Runbear882f185b
No unanswered mentions found.
Error while handle message, a guide message will be sent to the user.

{
"message": "400 {\"type\":\"error\",\"error\":{\"type\":\"invalid_request_error\",\"message\":\"messages.8: user messages must have non-empty content\"},\"request_id\":\"req_011CbPM4diM9zjY779sVkXs6\"}",
"name": "EmptyMessageError",
"response": [
"I need some input from you to respond. Try asking a question, giving me a task, or sharing what you'd like to discuss!"
]
}

7. Contact

2026-05-24 17:52 UTC 1 trace 3 msgs claude-sonnet-4-5 slack
session_id: 1779536814.456409 user_id: 281f1b03 tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear9d02a7d9
Hey Contact. I'm Runbear — I work in Slack with you. Two ways to start:
Contact9d02a7d9
Show me what's possible
Runbear9d02a7d9
👋 Salut Aurélien. Je suis Runbear — je travaille dans Slack avec toi.

Quelle est une question que tu aimerais qu'on réponde pour toi automatiquement, au lieu de devoir creuser à chaque fois ?

Ou choisis un exemple ci-dessous pour commencer.

8. Tiago

2026-05-22 18:02 UTC 2 traces 5 msgs claude-sonnet-4-5 slack
session_id: 1779472270.109839 user_id: 133a6f2c tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbear5e708dd4
Hey Tiago. I'm Runbear — I work in Slack with you. Two ways to start:
Show me what's possible
Runbear5e708dd4
Olá, Tiago. Estou aqui para trabalhar no Slack com você.

O que você gostaria de saber ou automatizar? Dois exemplos para começar:

Ou me conta a tua versão.
I want to create an internal Slack AI assistant for Holafly employees focused on HBC 2.0.

The goal is to have a bot inside Slack that can answer questions about HBC 2.0 based only on our internal documentation.

Context:
HBC 2.0 is Holafly’s B2B platform that allows companies to manage eSIMs under a subscription-based model. The documentation includes information about plans, users, members, roles, permissions, payments, credits, bulk import, plan assignment, cancellations, limitations, FAQs and internal product rules.

Main use case:
Employees from Sales, Customer Success, Support, Product and Engineering should be able to ask questions in Slack and receive direct answers about how HBC 2.0 works.
Examples of questions:
• What is HBC 2.0?
• What is the difference between HBC 1.0 and HBC 2.0?
• How does the Unlimited plan work?
• How does the Always On plan work?
• How can an admin assign a plan to a user?
• Can an eSIM be reassigned to another user?
• How does bulk user import work?
• What is the difference between Users and Members?
• What permissions does each role have?
• How can customers purchase credit?
• How does SEPA bank transfer work?
• What happens if a customer cancels an annual plan?
• What should we do if the documentation does not contain the answer?

Knowledge source:
The bot should use the uploaded HBC 2.0 internal documentation as its main and only source of truth, besides i will share a demo and youtube videos.

Important behavior:
• The bot must answer only based on the provided documentation.
• It SHOULD NOT invent product rules, pricing, permissions, roadmap items, limitations or internal processes.
• If the documentation does not contain the answer, the bot should say: “I couldn’t find this information in the current HBC 2.0 documentation.”
• If the answer is partial, the bot should explain what is confirmed and what is missing.
• If possible, the bot should mention the source section, page, screenshot or document area used to answer.
• The bot should not answer unrelated questions outside the HBC 2.0 scope.
Response style:
The bot should answer like an internal support assistant.
Preferred style:
• Direct and practical
• Easy to scan
• Short paragraphs
• Bullet points whenever possible
• Step-by-step instructions when explaining a process
• Clear warnings when there are limitations or exceptions
• Same language as the user’s question when possible
Preferred answer structure:
Short answer:
• Direct answer to the question
How it works:
• Step-by-step explanation or practical details
Important notes:
• Limitations, exceptions or internal warnings
Source:
• Mention the documentation section, page, screenshot or reference used, when available
Visual references:
If the documentation includes screenshots or images related to the answer, the bot should reference them when possible. For example, if the question is about assigning a plan, the answer should mention the screenshot or section showing the “Assign plan” modal. If the question is about bulk import, the answer should mention the screenshots showing the import flow.
Slack behavior:
The bot should be available in Slack for internal teams.
Ideally, users should be able to ask questions by mentioning the bot or using it in a dedicated channel such as #ask-hbc2.
The bot should keep answers concise enough for Slack, but include enough detail to be useful.
If the answer is long, it should summarize first and then provide details.
Tone:
Helpful, neutral and support-oriented.
The bot should behave like a knowledgeable internal support agent, not like a marketing assistant.
Security and reliability:
This is internal documentation, so access should be limited to authorized Holafly employees.
The bot should avoid exposing sensitive internal information outside approved Slack channels or users.
It should prioritize accuracy over confidence.
When unsure, it should say that the information is not available in the documentation.
Runbear0e4be21d
Perfect — that's a clear vision for an internal HBC 2.0 support agent. I can help you build this as a dedicated **AI teammate** for Holafly.

Here's what we'll set up:

**1. Create the team agent**
A separate AI assistant with its own identity, knowledge base, and Slack presence. It'll live in a channel like #ask-hbc2 where anyone can ask questions.

**2. Load the HBC 2.0 knowledge**
Upload your documentation, screenshots, demo links, and YouTube videos. The agent will use these as its single source of truth.

**3. Configure the behavior**
Set the system instruction to match the style and rules you outlined — grounded answers only, clear "not in docs" responses when uncertain, structured format with short answer → details → source.

**4. Deploy to Slack**
Make it available to your internal teams via @mention or in a dedicated channel.

**Next step:** Let me create the agent framework first, then you can upload the HBC 2.0 documentation and I'll help you refine the instruction.

Ready to start? I'll create the agent now with the behavior rules you specified.

onboarding steps: ☐ connect more tools ☐ create a trigger ☐ hire an AI teammate

9. Tuan

2026-05-22 06:41 UTC 2 traces 5 msgs claude-sonnet-4-5 slack
session_id: 1779426130.589819 user_id: bb04b2c5 tags: claude-sonnet-4-5 explicit-trigger onboarding-v2 slack thinking
Runbearda92294f
Hey Tuan. I'm Runbear — I work in Slack with you. Two ways to start:
Show me what's possible
Runbearda92294f
Quick one: what's a question you wish someone on your team would just answer for you, instead of you having to dig?

If nothing comes to mind, try typing one of these to me, or tell me your own version.
Show me what's possible
Runbearbe2eca57
What's one thing that ate your morning today?

Pick one to try, or just type what you'd like me to help with.