for teams shipping AI to real customers
Run our work before you ever talk to us.
We find and fix what is broken in your AI. It gives confident wrong answers, it is invisible when buyers ask AI, or its message does not land - we diagnose it and fix it. The tools below do it live, free, right now. No signup, no call.
what we do
Three ways your AI fails. We fix all three.
One studio. Every fix runnable, free, before we ever talk. Try the three live below.
01 · reliabledata & evaluation · neutral by design
Expert-grade data & evaluation
The data that makes models actually work - handled by vetted domain experts, not volume labor. Built for teams who can't afford to be wrong.
- RLHF & human preference data
- Model evaluation & red-teaming
- Expert annotation - healthcare, finance, legal
what this actually means
A golden dataset from your real cases, a runnable eval harness your team keeps, a graded report with every failure reproduced, and a data card per dataset - all under the published rubric.
Built forAI teams in regulated or high-stakes domains, where plausible-wrong is the failure that matters.
How it startsA short scoping exchange, then a paid two-to-three-week pilot on your real cases, measured against your own bar. Full detail on the services page.
Five expert judgments from your world. One answer is precisely right; the other is confident and wrong - the way deployed AI actually fails. Most people miss at least one, and the one you miss is the point.
Cases are illustrative; regulated-domain packs are practitioner-reviewed before client work.
02 · understandablethe creative studio
The creative studio
The hardest part of selling an AI product is making a stranger understand it in ninety seconds. We build the pieces that do that job - and the studio page shows them as worked case studies.
- Interactive explainers - your product, playable in the browser
- Launch & explainer films - 60-120s, no shoot required
- Brand & visual identity for AI startups
what this actually means
A concrete piece of the work itself - an explainer you can click, a film cut to your product, or an identity system with usage rules - with the reasoning behind every decision written down.
Built forAI companies with real substance that reads as complicated: technical products, dense workflows, anything a buyer has to understand before they can want it.
How it startsSend us what you have - a doc, a demo, a deck - and we build you a sample to judge. Full detail on the studio page.
Automation & agents
Systems that do real work and ask a human when unsure - workflow automation, internal tools, and agents scoped, built, and proven against a clear return.
- Workflow automation with measured ROI
- Delivered into the channel your team already uses - Slack, WhatsApp, Telegram, email - on your own accounts
- Custom internal tools
- A paid roadmap before any build - never "autonomous" hype
what this actually means
A paid roadmap you keep either way, working systems in production with human-review queues, a written runbook per system, and a weekly written update from scope to ship.
Built forEstablished businesses with document-heavy or handoff-heavy operations: legal, medical, accounting, construction, logistics.
How it startsThe roadmap engagement: your workflows mapped, the highest-return automations named and priced. Full detail on the services page.
Your system
creative & media, in numbers
Campaigns that reached 125 million people.
"Models are commoditizing. Execution isn't."
Every company reaches for the same models now. The winners won't have the best AI - they'll be the ones who ship it right. That gap is where we work: we don't sell potential, we deliver the work.
the proof
Don't take our word for it. Run the work.
Client work is confidential by default - so what we show is stronger than borrowed logos: the work itself, testable by you, and the standard we're held to, published.
Run the work yourself
The three pilots above are not descriptions of the work - they are the work, in miniature: real expert cases, real rubric logic, real extraction behavior. Anything we would do for you behaves the way those do.
The checklist, yours to run
The Confident-Wrong Checklist: six tests any AI team can run against its own product in an afternoon - each with a 30-minute method, the red flag, and the fix. Score yourself before you ever talk to us.
Two explainers you can operate
The review gate: drag a confidence threshold across a field of answers and watch which wrong ones still reach a user. The risk audit: an honest map of the failure modes your AI is exposed to - six questions, no score to game. Both run in the browser, right now.
The standard, published and versioned
Our evaluation rubric is public - five graded dimensions, twelve named failure modes, pass bars, regression policy - along with the open-source harness skeleton that runs it. You can read the bar before you ever email us.
The benchmark, published in full - and by industry
The Plausible-Wrong Benchmark: twenty expert-anchored trap cases across legal, clinical, finance, and engineering, with a runnable harness. We ran five public models on it and published the result: all ace the two-choice test, then split apart answering cold. It ships as four named, citable per-industry packs. Every step is independently re-runnable.
Everything above is testable before a single email is exchanged. That is the standard the work is held to.
how we work
A low-risk path to real work.
You should never have to trust a studio on faith. So we don't ask you to.
We begin with the problem you're actually solving and the result you're buying - not a list of deliverables.
A small, paid pilot on your real work, measured against your own standard before anyone commits to more.
proof first,promises after →
The team you meet is the team that does the work - and you always know exactly who answers for it.
When the pilot proves out, it becomes an ongoing engagement that compounds over time.
why RavnLab
Built for the work that has to be right.
Independent by design
Not owned by any lab, no competing product, no data resale. We evaluate and build on your behalf - your data and your results stay yours.
Expertise over volume
We compete on quality and judgment - the things that matter when the work has real consequences.
One accountable team
No account managers hiding the people doing the work. Who you meet is who delivers.
Speed with a standard
We move fast without shipping anything we'd be embarrassed to put our name on.
Proof before scale
Every relationship starts with a low-risk pilot. You see the standard before you commit to it.
work with us
If it has to be right, run our work first.
Run any tool above - see the quality yourself, no signup, no call. When you're ready, tell us what you're shipping and what has to be true when it goes live.
or email sales@ravnlab.com