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AI Just Closed 40% of Your Tickets Without You

with Tom Bachant · Unthread

May 27, 202600:32:22Brooklyn, NY

AI Just Closed 40% of Your Tickets Without You

0:000:00

Show Notes

Your IT team is drowning. Every “how do I plug in this cable” Slack message is making it worse. And while everyone in 2026 debates whether AI is coming for the C-suite, Tom Bachant has spent the last four years quietly automating the layer of work that actually keeps companies running. The help desk. The ticket queue. The Jira dashboard you've been ignoring for three weeks hoping it disappears.

Tom is the co-founder and CEO of Unthread, an AI-powered helpdesk built natively into Slack and Microsoft Teams. He's also a two-time founder who sold his first company, Dashride, to Cruise in 2018, lived through the Cruise unraveling, then went back into the trenches with Y Combinator's Summer 2022 batch. Unthread has raised $3.5M, landed Intuit, Lemonade, and Automattic as customers, and finished as a TechCrunch Disrupt 2025 Startup Battlefield Top 20 finalist.

The philosophical bet underneath the product is blunt: code is now free, so distribution is the only moat left. Tom is building a company around the corollary — when software can write software, the defensible thing is not the ticket parser or the AI triage logic. It's the ten thousand Slack integrations, the enterprise customer relationships, and the reputation inside a YC network that Tom spent two startups earning. You can replicate the algorithm. You cannot replicate the trust.

The conversation kicks off with cars (Tom hates them, Ryan rides fixed gear, they both agree on flipping people off responsibly) and ends with downhill mountain biking in Crested Butte. In between, you get one of the cleanest tactical breakdowns of agentic service management you'll hear all year.

Frameworks from This Episode

The Deflection Rate North Star

The one metric Tom's team tracks obsessively: how often a request arrives, gets understood, gets acted on, and gets closed by AI without any human touch. Unthread customers are hitting 40% across IT, HR, Legal, and Finance.

  • A request arrives in Slack — no portal, no form, no context-switching.
  • AI parses intent and pulls context from connected docs and systems.
  • AI either resolves directly via API or MCP, or routes to a human with full context attached.
  • Every resolution becomes training data that improves the next deflection.

The Three-Layer Build (Ticket, Task, Automation)

How Unthread evolved through three product layers, each one unlocking the next — and a model any ops-heavy SaaS founder can apply.

  • Layer 1: Ticketing infrastructure to track work that lives in Slack threads and would otherwise disappear.
  • Layer 2: Task assignment so humans know exactly what they own and nothing falls through.
  • Layer 3: Agentic automation that asks 'which of these do I not have to do anymore' — and acts on the answer.

The Direct-Ask Email Formula

Tom's cold email framework that pulled a 90% reply rate from YC founders — three parts, no disguises.

  • Quick introduction — who you are and what you're building, in one sentence.
  • A specific, transparent ask — not 'pick your brain,' but exactly what you want and why it helps you.
  • Why you chose them specifically over everyone else — a concrete reason, not flattery.
  • No fake feedback calls. No sales calls dressed as research. Transparency is the entire mechanism.

The Human-in-the-Loop Trigger

Not every task should be agentic. Tom designs Unthread with first-class human approval for actions where a wrong move is catastrophic.

  • MFA resets and access provisioning — anything that opens a security surface.
  • Contract reviews and executive approvals — decisions with legal or financial weight.
  • Any action that is effectively irreversible — the one-click resolve that could wipe a production database.
  • The design principle: AI proposes, human confirms. Speed plus safety.

Bring Your Own LLM (BYO-LLM)

A pricing and architecture pattern Tom's seen explode among enterprise customers in the last 12 months.

  • Enterprise legal teams have negotiated custom data agreements directly with OpenAI or Anthropic.
  • They want to plug their own API key into Unthread so all data stays inside their existing vendor contract.
  • Unthread charges for value delivered — resolved tickets, automation runs — not for marking up token costs.
  • The pattern shifts AI pricing from a margin game to a value delivery game.

Founder Experiment: The Two-Hour YC Cold Outreach Sprint

Pick 10 founders from YC company directories whose products you actually use. Send each one a single, direct email built on Tom's three-part formula. No followup automation. No drip sequence. No sales call masked as a feedback call. Send all 10 in a single sitting, then track your reply rate over seven days.

  1. 1Go to the YC company directory and filter for founders whose products you have used or whose problem space you know well. Pick 10. No more.
  2. 2Write one sentence on what you're building — specific enough that they understand the problem, short enough that they keep reading.
  3. 3Write one specific ask: a 15-minute call, an intro to their CSM, feedback on a particular feature. Not 'grab coffee sometime.'
  4. 4Write one sentence on exactly why you chose them and not someone else. A real reason, not a compliment.
  5. 5Send all 10 in the same sitting. Log every reply over the next seven days. Tom's claim: direct, transparent asks pull 90%. Find out if he's right by Friday.

The deliverable: A real reply rate number from real founders. The YC network is unusually responsive to the direct ask — but only when you actually ask for something specific and explain why you picked them.

Key Terms

Agentic AI: AI that takes actions, makes decisions, and completes multi-step tasks autonomously, rather than just generating text responses.
Deflection rate: The percentage of support requests resolved entirely by AI without escalation to a human — Unthread's primary north-star metric.
MCP (Model Context Protocol): A standard that lets AI models discover and execute actions across connected enterprise tools — the integration layer that lets Unthread resolve tickets by actually doing things in other systems.
Helpdesk: Software that captures, routes, and resolves support requests from employees or customers. Unthread is one built natively inside Slack.
ITSM (IT Service Management): The discipline of managing internal IT requests — laptop provisioning, access management, troubleshooting — that traditionally lived in portals nobody wanted to open.
Y Combinator (YC): Startup accelerator that invests roughly $500K for around 7% equity and provides a founder community and playbooks. Tom went through the Summer 2022 batch.
Design partner: An early customer who works closely with a startup to shape the product, often in exchange for preferential pricing or terms. Tom's YC network became Unthread's first design partners.
ICP (Ideal Customer Profile): The exact type of buyer a startup is built to serve. Unthread's ICP is operations and IT teams at mid-market companies already running on Slack.
Human-in-the-loop: A design pattern where AI proposes an action but waits for human approval before executing it — Unthread's safety gate for destructive or sensitive operations.
BYO-LLM (Bring Your Own LLM): An architecture pattern where enterprise customers plug their own AI vendor API key into a product so data flows through their existing legal agreements rather than a vendor's.

Tools from This Episode

Unthread

AI-powered helpdesk built natively into Slack and Microsoft Teams — detects requests, triages tickets, and resolves up to 40% of issues end to end without a human touching them.

Q&A

What is Unthread?

Unthread is an AI-powered helpdesk built natively into Slack and Microsoft Teams. It automates ticketing and resolution for IT, HR, customer support, and other operations teams by detecting issues, triaging requests, and running automations end to end — with customers currently hitting 40% deflection.

Who is Tom Bachant?

Tom Bachant is the co-founder and CEO of Unthread. He previously co-founded Dashride, a platform that helped taxi companies launch their own on-demand ridesharing service, which was acquired by Cruise in 2018. He is also a Venture Partner at Pioneer Fund and lives in Brooklyn without a car.

Who co-founded Unthread with Tom?

Jake McCloskey is Unthread's co-founder and CTO. He and Tom worked together previously at both Dashride and Cruise before starting Unthread together through Y Combinator's Summer 2022 batch.

How does Unthread actually work?

Requests arrive naturally in Slack — employees message a channel or tag a bot the way they would message a colleague. Unthread detects the request, classifies intent, pulls context from connected documentation and systems, then either resolves it directly via API or MCP integrations, or routes it to a human agent with all context pre-loaded.

How does Unthread pricing work?

Unthread starts around $50 per agent per month with a five-seat minimum. Seats apply to the human support reps managing queues or building automations — not every person in a Slack channel. Enterprise customers can bring their own LLM API key so AI token costs stay inside their existing vendor agreements.

How did Tom get Unthread's first customers?

Through direct cold outreach to founders inside the Y Combinator network using a three-part email: quick intro, specific ask, and a clear reason for choosing them over anyone else. No fake feedback calls. No drip sequences. Tom reports a 90% reply rate when the ask is genuinely direct and transparent.

What is Tom's 'code is free' thesis?

Tom's view is that AI has made the cost of building software approach zero, which means software itself is no longer a defensible moat. The only moat left is distribution — the relationships, reputation, and reach that let you find and keep customers faster than someone else can copy your product. His bet is that Unthread wins on distribution, not on its AI stack.

How does Unthread handle sensitive or risky actions?

Unthread has a first-class human-in-the-loop concept for destructive or sensitive operations — MFA resets, contract reviews, executive approvals. The AI proposes the action and waits for explicit human confirmation before executing. Tom referenced a real story of an AI agent that wiped a production database to illustrate why the trigger exists.

How does Unthread compare to Jira Service Management or Zendesk?

Unthread is Slack-native, so requests start where employees already live. It deploys in days rather than weeks, uses purpose-built AI agents, and replaces the multi-dashboard ticketing experience with conversational intake. Legacy tools were built for portals; Unthread was built for the way work actually happens in 2026.

Where can I learn more about Tom and Unthread?

Visit unthread.io or connect with Tom Bachant on LinkedIn at linkedin.com/in/tombachant.

Links from This Episode

Links & Resources