cloudfloo.io
AI OPERATIONS, BUILT INTO YOUR STACK

Turn manual work into controlled AI operations.

We automate one high-friction process end to end: intake, data checks, decision support, approval, system update and a complete audit trail.

Step 1, free: a written process review. Step 2, if the process is worth building: the AI workflow pilot, a fixed-price two-week build.

Free written process review

Four fields, no call required. You get the likely automation path, the systems involved and the first measurable test.

We reply within one business day. No newsletter, no obligation.

  • Reply within one business day
  • The write-up is yours to keep
  • Fixed price for the pilot, quoted before kickoff
  • No sales sequence, no newsletter
01 / THE OPERATING PATH

From messy input to an approved action.

  1. 01

    Capture

    Email, form, document or ticket enters the workflow.

  2. 02

    Structure

    AI extracts facts and asks for missing evidence.

  3. 03

    Decide

    Business rules route the case and prepare the next action.

  4. 04

    Approve

    A named operator reviews consequential actions.

  5. 05

    Sync

    CRM, ticket, database and audit log are updated.

02 / THE AI WORKFLOW PILOT

Two weeks, one process, a fixed price quoted before kickoff.

The written process review is free: you describe the process, we send back the likely automation path within one business day. If the process is worth building, the next step is the AI workflow pilot, a fixed-price two-week build. The price is quoted before kickoff, so scope and invoice are agreed before anyone starts.

  1. 01

    Written process review: free, one business day

  2. 02

    AI workflow pilot: two weeks, fixed price quoted before kickoff

  3. 03

    Rollout: only after the acceptance tests pass

What you get in the two weeks
  • A map of the process

    The route a case actually takes today, the systems it touches and the point where it stalls.

  • One workflow running end to end

    Capture, data checks, the human approval gate and the write-back into the CRM, ticket system or database you already use.

  • Acceptance tests on your own cases

    Pass and fail criteria written down in week one, then run against real cases you pick.

  • A runbook and a way back

    How to operate it, what happens when it fails, and how to switch it off in one step.

  • Documentation your team keeps

    Architecture, decisions and operating notes stay with you, whatever you decide next.

What we need from you
  • One process owner who can answer questions in the same week.
  • Real cases to test against, not sample data.
  • Access to the systems the workflow touches, or a sandbox that behaves like them.
What done means

Done is not a demo. Done is the workflow running on your cases, the acceptance tests passing in front of you and the runbook handed over. Anything beyond that first workflow is a separate decision, taken after the tests pass.

03 / DELIVERY PROOF

Built from systems we already operate.

The same three senior engineers diagnose the process, build the integration and hand it over. No sales-to-delivery handoff.

01
3

Senior engineers accountable for delivery

The same team owns discovery, architecture, implementation and handover.

02
EU

Kraków and European time zone

No overnight handoff and no anonymous layer between the client and engineers.

03
E2E

Acceptance before rollout

Real cases, explicit criteria, recovery and auditability before scope expands.

Production AI SaaS

Deterministic core with consent-gated AI

Deterministic financial logic, explicit AI boundaries, MCP integrations, Supabase, payments, analytics and Kubernetes delivery.

Operational modernization

Complex workflow with traceable behavior

A large access-control and personnel domain modernized with NestJS, React, PostgreSQL, Redis, end-to-end tests and Kubernetes.

Internal agent operations

Memory, roles, approvals and health checks

Vault-backed memory, role routing, handoffs, scheduled health checks and a visible control surface.

04 / WHAT WE IMPLEMENT

Start where work leaks time or revenue.

Production-shaped workflows, not chat demos. Each one connects to your current tools and makes the human decision explicit.

Controlled workflow
Gmail
AI + rules
Human control
Claude
01

Inbound leads and inquiries

Requests arrive incomplete across forms and inboxes. People retype details, chase missing facts and update CRM too late.

Execution path

Capture request → extract intent and fields → ask follow-up questions → prepare a qualified brief → approve reply → sync CRM.

Human control

A salesperson or advisor approves the offer, pricing and outbound message.

Example stackGmailHubSpotn8nClaude
Controlled workflow
Documents
AI + rules
Human control
AI extraction
02

Documents and exceptions

Contracts, claims or supplier files wait in shared inboxes because nobody knows what is missing or who owns the case.

Execution path

Read files → classify case → validate evidence → flag exceptions → route to owner → record the decision and sources.

Human control

A domain owner approves exceptions and irreversible changes.

Example stackDocumentsPostgreSQLJiraAI extraction
Controlled workflow
RAG
AI + rules
Human control
Help desk
03

Knowledge and support

Support teams search outdated docs, rewrite the same answer and lose context when a case changes hands.

Execution path

Retrieve approved sources → draft with evidence → show confidence → escalate edge cases → update the ticket.

Human control

A support owner controls policy-sensitive and customer-facing answers.

Example stackRAGSupabaseHermesHelp desk
Controlled workflow
Knowledge graph
AI + rules
Human control
CI/CD
04

AI coding-agent enablement

Coding agents receive too much repository context, miss the real change surface and waste review cycles.

Execution path

Bound with a graph → resolve symbols through LSP → send a minimal evidence pack → apply reusable skills → run acceptance tests.

Human control

An engineer reviews the diff, tests and production impact before merge.

Example stackKnowledge graphLSPSkillsCI/CD
05 / YOUR SYSTEMS, ONE CONTROLLED PATH

We integrate. We do not replace your stack.

The runtime follows the process, security boundary and system of record. We select only the components the workflow needs.

  1. 01
    Inputs

    Email, forms, documents, chat, tickets and APIs

  2. 02
    Control

    Rules, agent runtime, retrieval, permissions and recovery

  3. 03
    Human gate

    Evidence view, approve, revise or reject

  4. 04
    Systems of record

    CRM, ERP, database, help desk and audit log

  5. 05
    Operations

    Tests, observability, deployment and rollback

Example stackSelected for the workflow
KubernetesKubernetes
DockerDocker
Argo CDArgo CD
TerraformTerraform
AWSAWS
AzureAzure
GitHubGitHub
SentrySentry
PrometheusPrometheus
GrafanaGrafana
Next.jsNext.js
ReactReact
TypeScriptTypeScript
Node.jsNode.js
NestJSNestJS
PostgreSQLPostgreSQL
RedisRedis
MongoDBMongoDB
SupabaseSupabase
PayloadPayload
Tailwind CSSTailwind CSS
ClaudeClaude
n8nn8n
KafkaKafka
RabbitMQRabbitMQ
HubSpotHubSpot
GmailGmail
JiraJira
PostHogPostHog

Examples from stacks we operate or integrate. Logos indicate compatible tools, not endorsements or mandatory vendors.

FAQ

Questions before we map the workflow

What processes are a good fit?

Repeated work with clear inputs, a known owner and a measurable delay, error or handoff cost. Lead intake, documents, support and engineering workflows are common starting points.

Do we need to replace current software?

No. We integrate with the inbox, CRM, database, ticketing and cloud systems already in use.

Can the agent send messages or change production data?

Only inside an explicitly agreed boundary. Pricing, payments, customer messages and irreversible changes stay behind human approval.

Where does the two-week pilot fit?

A narrow first workflow can usually be proven in about two weeks once access and real test cases are ready. Acceptance tests, not the calendar, decide what happens next.

What does the pilot cost?

A fixed price, quoted before kickoff and based on the scope we set together in the free process review. No hourly billing, and no change requests inside the two weeks.

Where is our data processed?

We work inside your accounts rather than on copies of your data. Where sensitive data is involved we prefer tools with EU hosting and a DPA, and we sign an NDA on request. The written review itself needs no access at all: a description is enough.

What stays with us afterwards?

The documentation, the runbook and the acceptance tests stay with you whatever you decide next. Ownership of everything built in the pilot is written into the contract before kickoff, together with the price.

How much of our team's time does it take?

One process owner has to be reachable during the two weeks: a kickoff, access, and one review of the acceptance tests. Nobody else on your side needs to be involved.

Question not answered here? Put it in the process box below and we will answer it in the written review.

06 / START WITH THE BOTTLENECK

Show us the process worth fixing.

Send one real example and name the owner. We will reply with the likely automation path, systems involved and the first measurable test.

What protects you before you commit

The written review is free and yours to keep, whether or not we ever work together. The pilot price is fixed and quoted before kickoff, so a harder week does not turn into a larger invoice. The acceptance tests are written with you in week one and nothing is rolled out until they pass. The documentation stays with you whatever you decide next.

We reply within one business day. No newsletter, no obligation.