Describe-to-run AI workflow builder for teams & enterprises.
Private by design. Every cost visible.
Works with
The AI paradox
of organisations use AI regularly in at least one business function
report any impact of AI on company-level EBIT, mostly under 5%
of mid-size and large Polish firms were disappointed with their AI rollouts
The gap isn't the models. AI rarely leaves the chat window and becomes part of how the work is actually done.
Why chat alone falls short
What holds AI back
of the knowledge an employee uses at work is unique to them. Colleagues can't pick it up when they leave. Plus 5.3 h a week lost waiting for information or recreating what already exists.
of AI users bring their own AI tools to work. 48% of organisations admit entering non-public company data into GenAI tools.
Samsung, 2023: after engineers pasted source code into ChatGPT, the company restricted generative AI.
is how long it took Uber to use up its entire 2026 budget for AI coding tools. Counting prompts rewards activity, not outcomes, and most teams can't say what one report costs.
The work nobody automated
Classic software pays off only for big, stable, high-volume processes. Every change means a vendor, a budget and another round of cost.
With ADW Studio a workflow costs a description in plain words, so the weekly digest, the contract pre-check or the survey analysis finally become worth automating.
Our answer
Why ADW Studio
Describe a workflow in plain words and AI assembles it. Anyone on the team can then run it with one click.
Workflows run on the employee's computer. Your data never lands in our cloud.
Each step priced to the token, hard budgets per workflow, the right model for each step.
Proven workflows go into a private company catalogue. They stay when people move on.
The product
How it works
Say in plain words what should happen
The task becomes clear, checkable steps
Published to the company catalogue
On a click, a schedule or a new file
Report, draft or file lands in your folder
Each step uses the AI model you choose
On a laptop, or on your own server via Ollama. Data never leaves.
Your own models on Azure or AWS.
Anthropic, OpenAI, Google, Groq or OpenRouter when top quality matters.
Privacy by design
99.2% anonymisation accuracy in ADW's internal test on 1,083 documents
Names, roles and identifiers are removed before anything reaches an external model.
Choosing a public model for sensitive data triggers an explicit warning.
Data minimisation plus a trace of every run: inputs, decisions, approvals, outputs.
Costs under control
Example: marketing's daily industry newsletter.
Optimise once, save on every run. A workflow uses exactly the steps it needs, unlike a long chat where every question drags the whole conversation along.
Knowledge stays
defines the method once
saved, versioned, approved
runs it on a click
whoever presses Run
productivity for novice support agents with an AI assistant (+14% on average). AI spread the best workers' practices.
quality gain for below-average vs top BCG consultants using AI on tasks within its reach.
"This technology makes you as smart as the smartest person in the organization."
Use cases in practice
Turn a client inquiry into a priced, ready-to-send offer.
Every offer follows the best salesperson's method.
Analyse and structure contracts with AI.
Lawyers focus only on flagged clauses. Confidential text is read locally first.
Themes, sentiment and actions from open answers.
Insights in hours. Personal data never leaves the company.
The team behind it
ADW Labs is an AI company that delivers enterprise-grade software through its own agentic development workflows, and ships the same tooling as products.
ADW Studio runs in production at ADW Labs before it reaches customers. An EU company, contracting on EU terms.
Visit adwlabs.aiIdentifying fields are stripped or pseudonymised before a single token reaches a model provider.
Connect your own model accounts (BYOK). We never sit between you and your data.
Data minimisation and purpose limitation are built into the workflow, not promised on paper.
Every run leaves a trace, and human sign-off is a required step.
Pricing that grows with you
Start with the plan that fits your team. Scale ADW Studio as adoption and your workflow library grow.
For founders and small teams
billed annually
For growing teams
billed annually
For companies rolling ADW out more widely
billed annually
For organisations that need enterprise governance
billed annually
You pay only for what goes beyond your plan. The more you add, the lower the price per unit.
from $29 / month each
Builds and publishes workflows.
from $10 / month each
Co-creates and improves team workflows.
+25 workflows from $125 / month
Bigger packs of 100, 250, 500 and more cost less per workflow.
Runners and private workflows are always unlimited and free. Annual prices shown with 17% off; .
No fees for tokens or runs.
ADW Studio doesn't bill the tokens your models use or charge per workflow run. You connect your own accounts for supported LLMs and pay for the platform, governance, active creators and Process Library capacity.
Next step
A workshop is the fastest way to see ADW Studio on your own processes, not on a demo.
Map 3-5 candidate workflows with your team leads
Turn them into ADW workflows on your data
Time, cost and quality vs today
Publish winners to the company catalogue
Get started today
Leave your details and we'll set up your free trial and help you run your first workflow.
Prefer email? maciej@adwlabs.ai
Maciej Kołodziejczak, ADW Labs
Good to know
No. Workflows run on the employee's computer, and you choose the model for each step: local, in your own cloud, or a provider API. Folders marked as sensitive are anonymised locally before anything reaches an external model.
No. ADW Studio doesn't bill tokens or runs. You connect your own model accounts, see the cost of every step in the app and set hard budgets per workflow.
A Creator builds and publishes workflows, a Collaborator co-creates and improves team workflows, and a Runner runs published workflows. Runners are unlimited on every plan.
Add Creators, Collaborators or Process Library capacity without moving to a higher plan. On annual contracts, additional capacity is 17% cheaper and prorated to the end of the term.
To explore the product yourself, start a free trial. If you're planning a rollout across several teams, book a workshop: we'll map 3-5 workflows and measure the impact on your data.