Taking first projectsCleveland, OH · Area code 216

agentic RAG pipelinesvector embeddingsLLM orchestrationmultimodal copilotsfine-tuned foundation modelsAI transformation

AI is a lot.I'll make it simple.

Phone agents, chatbots and getting found by ChatGPT. Built in Cleveland, explained in plain English.

Noise ← drag → SignalClarity 15%

Instead of: End-to-end AI transformation solutions

What I build.

Examples, not a menu. Most projects start with a problem, not a product.

What the industry calls it: Conversational voice AI with telephony integration and tool calling

After-Hours Voice Agent

Never miss a call again.

It answers 24/7, books appointments, answers common questions and texts a follow-up.

For: Contractors, clinics and small practices.

Voice demo · readyBrickline Painting Co. (sample)
You · noiseJordan · signal

Call an AI receptionist for a sample painting company. Ask for an estimate, push for a price, try to trip it up. Uses your microphone, 3 minutes max.

What the industry calls it: Retrieval-augmented generation with vector search and human-in-the-loop escalation

Support & Knowledge Chatbot

Answers from your docs. Hands off the rest.

Trained on your docs, site and catalog. Predictable cost, and I run it for you.

For: Software companies, manufacturers, distributors and associations.

Ask 216Labs · liveGrounded in this site only

Sample exchanges

We already use Zendesk. Do we have to switch?

No. The chatbot can sit in front of Zendesk, answer what it can, and hand the rest into a ticket with the conversation attached.

Sources:FAQ: existing toolsSupport & Knowledge Chatbot

What does the voice agent cost?

Pricing depends on what it needs to do, so it isn't listed here. Sam can give you a real number.

Handed to a person.

What the industry calls it: Generative engine optimization with schema markup and citation monitoring

AI Search Visibility

Get recommended when customers ask ChatGPT.

Crawler access, structured data, pages shaped like answers, and tracking who gets cited instead of you.

For: Any business customers find by searching.

What the industry calls it: Model Context Protocol servers with OAuth and typed tool schemas

MCP Integrations

Connect your systems to Claude and ChatGPT.

Ask AI about your business. Get your real numbers.

Your ERP, database or spreadsheets, usable by the AI tools your team already has.

For: Distributors, manufacturers and software teams.

What the industry calls it: Bespoke agentic workflows and LLM orchestration pipelines

Custom Build

Tell me the problem.

Document extraction, order intake, internal search, workflow automation. If it's AI and it's real engineering, it fits here.

Instead of: Discovery, ideation and agile delivery framework

How it works.

Nothing goes live until you've approved what it says.

  1. Talk

    Tell me the problem

    I'll tell you plainly whether AI is the right fix.

  2. Build

    I build it

    A working version on your docs, calendar or systems.

  3. Approve

    You sign off

    You test it and approve what it says.

  4. Live

    It switches on

    And I keep watching it.

Instead of: Our team of visionary thought leaders

Who you'll work with.

Founder, engineer

Sam Filipiak

I'm a software engineer. I build AI systems that run in production every day, and I keep the explanations simple.

I write the code.

sam@216labs.dev · LinkedIn

Infrastructure & systems

Kevin

Kevin handles what sits underneath the AI: hosting, databases, access and security.

kevin@216labs.dev

Instead of: Comprehensive knowledge resources

Straight answers.

What if the AI tells a customer something wrong?

It only answers from content you approve, and it hands off to a person when it isn't sure. Wrong answers get engineered out, not covered with a disclaimer.

  • Grounded. It answers from approved sources and can show which one it used.
  • Escalates. Anything off-limits or uncertain goes to a person you choose.
  • Reviewed. Conversations are logged so mistakes get caught and fixed.

Who owns our data?

You do, and it isn't used to train AI models. The specifics go in writing before any work starts.

What if we already use a helpdesk or chat tool?

Keep it. The AI can sit in front of what you already use and hand conversations into it.

How long until it's live?

It depends on the project. You'll get a clear plan before any work starts.

What happens if we cancel?

You keep your data and what was built for you. We agree on the handover up front.

Do you only work with Cleveland businesses?

No. 216Labs is based in Cleveland and works with businesses anywhere.

Instead of: Schedule a discovery session with our solutions team

Let's talk.

Bring the problem, not a spec.

(330) 604-7380
Based in
Cleveland, Ohio

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