01
Audit
// 2 weeks · fixed scope
We map one process end-to-end with your operators. Output: a written diagnosis with an honest verdict — automate, redesign, or leave alone.
// agency · vol 01
AGENTSTHATSCALE.
// we design, evaluate, and govern multi-agent systems for teams that ship in regulated environments.
// audit · build · run
↓ scroll to see how we work// the method
Three stages. Scoped. No retainer trap.
We build production AI under fixed scopes. You see exactly what you buy, when you get it, and on what terms.
02
Build
// 8–12 weeks · scoped
We deliver the system. Agents, integrations, eval harness, governance layer. Deployed into your stack, documented, handed over.
03
Run
// monthly · cancellable
We keep it running. Monitor evaluation regressions, tune retrieval, handle model migrations. Or we hand it off to your team and step away.
// pricing per engagement. Discussed on call, not on site.
// operating method in motion
From process friction to governed AI.
A compressed view of how we work: read the operation, isolate the right intervention, build a controlled system, then make it safe to scale.
// diagnose
We start where the work actually happens.
Interviews, systems, handoffs, exceptions. We find what should be automated, what should be redesigned, and what should stay human.
// preparing film
// what we build
Seven use cases. No big budgets.
We deliver focused AI where it earns its place - not heavy systems nobody uses. Each engagement starts narrow, runs in production, and hands over working code.
// taming chaos
Intelligent Assistant
Drowning in inboxes and documents? A focused AI reads them for you and extracts what matters - without forcing your team into a new tool.
// fast validation
Rapid Prototyping
Idea for a process change? Skip the 100-page spec. We build a working prototype in 3 days and prove whether it earns its place.
// relief, not replacement
Process Support
Team running out of bandwidth? Instead of replacing people, we give them an AI that takes the dull repetitive part - so they can think.
// your knowledge, your AI
Knowledge Base (RAG)
Hundreds of documents, policies, regulations? AI reads them all and answers your team's questions - like the whole company sharing one memory.
// a voice that doesn't tire
Voicebot
Natural-sounding AI voice - indistinguishable from human. Calls thousands of customers, runs the conversation, collects what you need. A week-long campaign now takes an hour.
// works on its own
Autonomous Agent
Give it a goal - the agent breaks it into tasks and executes them. Books, sends, checks, reports. You approve the outcome.
// no cloud, no subscription
Local LLM
Data stays on your servers. Free, self-hosted models run locally - no subscription, no usage caps, no leak risk. Full control and privacy.
// the atlas
Where business operations meet AI architecture.
Every engagement begins by placing your work on this map. Glowing nodes are the AI primitives we own. Muted nodes are your business reality. Bridge edges are the connections we draft together.
// loading atlas...
corebusinesssatellitebridge edge
// drag to rotate
// 30 concepts · 32 edges · 5 bridges · bloom + chromatic aberration
// received
What clients have said.
Anonymised. Verified upon request. NDAs are part of the work.
“They came in, mapped the process honestly, and told us which parts not to automate. Refreshing.”
// Head of Operations · regulated financial institution
“Eight weeks from kickoff to a working multi-agent pipeline in production. Code handed over with documentation.”
// VP Engineering · pharma B2B platform
“Their governance framework is what we actually deploy to our compliance committee. Not theatre, not slides.”
// AI Programme Director · global consulting practice
“Eval harness alone saved us from rolling out a model change that would have failed our SLOs.”
// Principal ML Engineer · fintech
“They came in, mapped the process honestly, and told us which parts not to automate. Refreshing.”
// Head of Operations · regulated financial institution
“Eight weeks from kickoff to a working multi-agent pipeline in production. Code handed over with documentation.”
// VP Engineering · pharma B2B platform
“Their governance framework is what we actually deploy to our compliance committee. Not theatre, not slides.”
// AI Programme Director · global consulting practice
“Eval harness alone saved us from rolling out a model change that would have failed our SLOs.”
// Principal ML Engineer · fintech
// who
Three disciplines. One practice.
Contact sourcing, business process engineering, and production GenAI architecture working as one delivery loop: find the right opportunity, understand the operating system, then build only what can earn its place.
// E01
ready
// operating lane
Edyta
Pipeline & Relationship Lead
Finds the right conversations.
Specialist in contact sourcing and first-contact motion. She maps markets, finds the right people, opens doors, and keeps the pipeline warm without making it feel automated.
Her work turns unknown accounts into qualified conversations before strategy or build work begins.
// contact sourcing// relationship mapping// pipeline discipline
// M02
ready
// operating lane
Malgorzata
Business Process Engineer
Turns messy operations into a clean system.
Business engineering background with Lean and Six Sigma. She reads the process before we touch the technology: handoffs, waste, bottlenecks, controls, and measurable outcomes.
This keeps AI work grounded in the real operating model, not in slideware or wishful automation.
// business engineering// lean six sigma// operating model
// K03
active
// operating lane
Krzysztof
Enterprise GenAI Architect
Designs the system that can survive production.
Eighteen years across enterprise IT, seventeen in automation architecture, and four years of regulated GenAI delivery inside a global consulting practice.
Covers intent engineering, evaluation harnesses, retrieval architectures, orchestration, and governance frameworks for autonomous agents.
// regulated genai// retrieval architecture// agent governance
// talk
Talk ->
No form. Pick a direct line or book a live discovery slot through Calendly.
// Email
hello@agency.studio
Direct line. We reply within 3 business days.
// LinkedIn
linkedin.com/in/agency
Optional. For background and prior work.
// live calendly
Book a discovery slot directly in the page.
// loading scheduler
// no contact form. no fake booking link. live scheduler only.