Limeade Labs
AI help for growing companies

Results, not noise.

✦ Two decades shipping software. Twice a CPTO. Builder at heart.

Limeade Labs puts AI to work in your company. We sit down with each team, find the work they repeat every week, and turn it into automations on Clarabit that check their own output. We get everyone using AI well, connect the systems it can't reach, and go deeper with AI consulting and fractional CPTO leadership when the work calls for it.

20+ Years Shipping Software
CPTO Roles, Two Companies
2 weeks To a Plan You Can Act On
// Clarabit

Shared AI for teams.
Results, not noise.

Most companies have AI in pockets: one team runs on it, another is just starting to ask ChatGPT a question. Clarabit gives the whole team one place for its AI work, turns what they repeat into automations anyone can run, and shows each person only what needs them.

Lime
Find the Work
Check Every Run
Fix What
Breaks
Automate
It

Clarabit

The work your team repeats every week, done. We find it with you, team by team, and build it into automations with a clear job, a clear owner, and checks on every result. Run them from Slack, ChatGPT, Claude, or Clarabit itself. When a result is wrong, flag it and say why. It gets fixed, by the platform or by us. Broken isn't your problem to figure out.

In Production
clarabit.ai

Shared AI for teams

One place for the whole team's AI work, whether they live in ChatGPT, Claude, or neither. Everyone runs the same proven workflow instead of their own private prompts.

Repeatable, clearly defined

Every automation has a clear job, an owner, and a definition of done. Each run is checked against it, so you know the work was done right, not just done.

Fewer distractions

No channels to subscribe to and no feed to ignore. Clarabit routes each thing to the people who actually need it, and nobody else.

Only what needs you

Your attention queue shows what needs your decision, shaped by what you own and what you're trying to get done this week. If it doesn't need you, you don't see it.

We run on it — Limeade Labs runs on Clarabit every day, and parts of what's above are rolling out with early teams now. Everything we ship gets used and breaks in ways that teach us something. Smaller things built here, like SparkUI and BrightBlaze, live on the about page.

// Services

AI help that
actually ships

Start by getting your teams using AI well. Go deeper when the work calls for it. Every engagement ends with your team owning the result.

AI Deployment for Your Company

Most AI rollouts stall: a few licenses, a lunch-and-learn, and then everyone goes back to the old way. We roll it out properly. The right tools for each team, set up securely, training on the team's real work, and the repeatable parts turned into Clarabit automations so the gains stick.

Tool Selection & Setup Team-by-Team Training Security & Data Policies

Agentic Workflows for Every Team

Engineering, sales, marketing, operations, finance: every team has a week full of research, follow-up, reporting, and copy-paste. We move that work to agentic flows with people at the decision points. For engineering teams, that means Claude Code and Cursor rollouts with review gates that catch what agents miss.

Engineering Sales & Marketing Operations

Zest Connectors

No API? No MCP? A system older than your newest hire? We build the connector so Clarabit and your AI apps can use it. For software companies, Zest also puts your own product inside ChatGPT and Claude, designed so agents pick the right tool the first time.

Custom MCP Connectors Legacy Systems Your Product in Their AI

AI Product & Hard Problems

When it's bigger than an automation: an AI feature in your own product, or an integration with a system that has no interest in helping. We build it: LLM integration, browser and web automation, structured extraction, and eval-based controls so it can run unattended and be trusted.

LLM Integration Integration Without APIs Eval-Based Controls

AI Cost Optimization

The meter is always running. AI that your team or your customers love can quietly eat the budget that justified it. We audit where the spend goes, then route, cache, and right-size: cheaper models where quality holds, budgets per use, and evals that prove nothing got worse.

Spend Audit Model Routing Evals & Budgets

Fractional CPTO & AI Strategy

Senior product and technology leadership without the full-time hire, from someone who has held the role twice. Roadmap, architecture, team structure, technical due diligence, and the AI calls underneath: where it actually pays off, what to do first, and how to modernize old systems without betting the business on a rewrite.

Roadmap & Sequencing Org Design Technical Due Diligence
// Zest

Connectors for the systems
AI can't reach.

Your automations are only as good as what they can reach. Plenty of the software companies run on has no API, no MCP, or a connector nobody would want to use. Zest is how we fix that: we build the connector, shaped for the job, with the right permissions, so Clarabit and your AI apps can read and act on your data. And if you make software, Zest puts your own product inside ChatGPT and Claude, designed for agent outcomes rather than a one-to-one wrap of your API.

So why not just wrap the API?

Because every endpoint you expose becomes a tool the agent has to read, rank and choose between. It spends its context on definitions it will never call, and then it guesses. Fewer tools, named for the jobs your customers actually do, and it picks right the first time.

Wrap it one-to-one ~613 endpoints in the average enterprise — Imperva, 2023 →

The agent burns its context window, then guesses.

→ design
the surface
Ship twelve tools Named for jobs, not endpoints. One call answers the question.
find_customer check_availability book_appointment reschedule_appointment cancel_appointment quote_price place_order track_order get_billing_summary pay_invoice issue_refund escalate_to_human

The agent picks the right one, first time.

the five-minute diagnostic — can AI use your product?

We build the diagnostic prompt for your domain, copy it, and open a new chat.

// How We Work

Small engagements.
Direct, and designed to end.

What to expect before you write, so the first call is about your work and not about us.

Who it fits

Any company that knows it should be getting more out of AI and wants someone to make it real, from a local business with a few teams to a software company with a platform to modernize. An owner, founder, or leader who can make the call directly. Not a body shop, not one-off prompt writing, and not projects without a decision-maker in the room.

How engagements are shaped

Every engagement opens with two weeks that end in a plan your team can act on, with or without us: where AI pays off, what to automate first, and what it takes. Deployments and builds are fixed scope with a deliverable and an end date. Clarabit keeps the automations running after. Advisory and fractional work run on a retainer with phase gates.

How we price

Fixed price for assessments, deployments, and builds. Retainer for advisory. No hourly surprises: scope changes are agreed in writing before they start, and an assessment credits in full against the work that follows it.

Who does the work

Ryan Eade, directly, and a handful of engagements at a time, so the person on the call is the person in the build. Larger projects scale up through a network of builders and thinkers we have shipped with before, brought in by name. Never a bench you haven't met.

The fine print — Your data and your code are yours. NDAs are standard. Regulated work, HIPAA included, is familiar ground from years in healthcare software.

// About

Led by a builder,
not a buzzword.

20+
Years Shipping Software
CPTO
Chief Product & Tech
4
Industries Deep
3
Products in Production

Ryan Eade

Two decades of shipping software across gaming, healthcare, consumer services, and enterprise SaaS. From founding a creative studio to leading product and engineering as CPTO at high-growth companies, the through-line has always been building things that matter.

Now, at Limeade Labs, that experience meets the AI moment. Not as a tourist, but as someone who builds with agents every day, ships agentic systems into production, and helps companies of every kind put AI to work.

The difference? When you hire Limeade Labs, you get someone who's built the thing, not just read about it.

🏗️ CPTO Experience
🎮 Gaming
🏥 Healthcare
🚗 Consumer Services
📦 Open Source Builder
// Clients

Who we work with,
and what changed

PtEverywhere

Healthcare software, PE-backed. CPTO for over a year, then Strategic Advisor. Set an AI-focused product strategy and moved a 37-person engineering team to agentic development. Shipped AI Scribe, which drafts clinical notes while the therapist talks to the patient, and Paige, a voice-and-text agent that takes action in the software on the therapist's behalf.

Agentic Development AI Product HIPAA

"Ryan is a hands-on wise Agentic AI engineering leader who combines the latest innovations with pragmatism. He focuses on what can be built and delivered in practice, experiments thoughtfully, and turns ideas into results. I'd recommend him to any company looking to take its agentic software engineering capabilities to the next level."

Ivan Barajas Vargas, CEO — MuukTest
// Writing

Focus Over Features

Product thinking for the AI era. Strategy, architecture, and lessons from the trenches.

Read All Posts

When the market
hands you limes.

Let's put AI to work where it counts. Whether it's one team's busywork, a company-wide rollout, a system nothing connects to, or a bigger build, start with what you're facing.

Clarabit · AI deployment · Zest connectors · Consulting · You own the result