Workflow diagnosis · production systems

Your business has workflow drag. We build the system that removes it.

S7 finds where work gets stuck, then builds the dashboard, app, plugin, AI workflow, or operating layer that makes the process visible, controlled, and repeatable.

Workflow Diagnosis manual drag detected
Intake4 sources Delay11.8 hrs/week Controlapproval path

Scattered work

WhatsApp leadwaiting 18m Spreadsheet stock12 units off Invoice approvalno owner Weekly reportno action
S7 map rules APIs audit

Controlled system

Owner dashboardone queue API readbackverified Human approvallogged Next actionassigned
01Find drag
02Design system
03Launch controls

If this feels familiar

You do not need more tools. You need the work to move cleanly between them.

Most businesses do not have a technology problem first. They have a handoff problem, a visibility problem, or a decision problem. S7 starts there.

01

Your team copies the same data between tools every day.

02

Reports exist, but decisions still happen manually.

03

Leads, stock, invoices, bookings, or follow-ups fall through gaps.

04

You tried AI tools, but they do not connect to the real workflow.

05

The process lives in people’s heads instead of a system.

Problem into system

We translate vague operational pain into a concrete first build.

Problem

Leads arrive from WhatsApp, calls, email, and forms.

S7 builds

Unified intake, routing, summaries, and handoff.

Result

Every inquiry has an owner, next step, and visible status.

Problem

Inventory, ads, and sales data point in different directions.

S7 builds

SKU-level operating layer across ads, stock, and fulfillment.

Result

Scale winners only where inventory and margin support it.

Problem

Invoices, approvals, and reminders depend on memory.

S7 builds

Finance workflow with checks, approvals, and follow-up triggers.

Result

Less admin drag and fewer missed payments or handoffs.

Problem

Staff use AI, but there is no policy or review path.

S7 builds

Safe assistant workflows, training, and operating rules.

Result

Useful AI output without blind automation or data sprawl.

1,000s Amazon ad entities reviewed with API-verified optimization actions.
$1M raised around an electric delivery vehicle startup context.
€1.4M battery housing value modeled before manufacturing ramp-up.
Published sepsis machine-learning research in Cell Reports Medicine.

Portfolio metrics are S7-supplied project details. Public context and citations are listed in the linked case studies.

TalkRight healthcare AI
AxioLift EV startup
sonnen battery systems
KIT research institutes
mu-zero hyperloop team
Mercedes-Benz production context
VS VoltStorage redox flow batteries
PH PhysioHand medical device
KA KA-RaceIng Formula Student
UF University of Freiburg sepsis ML paper

Names and marks are used for portfolio context only; they do not imply endorsement or partnership unless stated in a case study.

Live project focus

Existing work first. Capabilities second.

We show the operating systems, product builds, and engineering contexts already behind the studio, then use that same product discipline for new businesses, apps, platforms, plugins, and automations.

TalkRightclinic comms hub
call sms AI email handoff

Healthcare communications AI

TalkRight

A clinic communication product concept for calls, WhatsApp, SMS, email, appointments, handoff, and multilingual patient flow.

Public site describes secure healthcare communications across phone, WhatsApp, SMS, email, and 70+ dialects.

AI voiceClinic workflowPatient commsSecure handoff
View public site →
EngineeringR&D proof map
588V CFD ML CAD €1.4M 100K

Mobility, energy, medical and ML R&D

Engineering + research systems

A portfolio of production simulation, battery systems, medical devices, research ML, EV startup work, and physical engineering programs.

Public context spans KIT research institutes, Mercedes-Benz production, mu-zero Hyperloop, KA-RaceIng, VoltStorage, PhysioHand, sonnen, and Axiolift.

Battery systemsCFD + MLMedical deviceProduction simulation
Open case study →

Generalized build studio

Apps, platforms, plugins, automations — we can build the layer your business is missing.

01

Full-stack platforms

Dashboards, portals, admin systems, databases, permissions, APIs, and production deployment.

02

Mobile apps

Lean product builds for tracking, booking, customer portals, coaching, field teams, and internal ops.

03

Plugins + integrations

Xero, CRMs, spreadsheets, email, calendars, marketplaces, documents, and custom business tools.

04

AI automations

Assistants, document workflows, voice agents, routing, summaries, approvals, and human-in-the-loop systems.

05

Consulting + weak-point audits

Map where the business leaks time, rank automation opportunities, and choose what not to build.

06

Training + operating policy

Practical AI usage, staff playbooks, safe boundaries, review paths, and escalation rules.

How clients start

Choose the shape of the first useful step.

You do not need to know whether the answer is an app, dashboard, workflow plugin, or AI assistant. The entry point is the operating pain.

Automation review

Map the workflow, identify the manual drag, rank opportunities, and choose the first useful system.

First useful system

A focused dashboard, plugin, assistant, or workflow layer that fixes one painful operating loop.

Full platform or app

A production web platform, mobile app, portal, or ERP-style system around the business process.

AI workflow integration

AI connected to your tools with approvals, logs, fallbacks, and staff review where it matters.

Consulting into build

We find the weak point, then build around it.

Sometimes the answer is a full platform. Sometimes it is a mobile app, a plugin, a dashboard, staff training, or one automation around the tool you already use. The review identifies the smallest useful step before the larger build begins.

Map my workflow
1 Find the manual drag
2 Design the smallest useful system
3 Build the product, app, plugin, or automation
4 Launch with controls, training, and iteration

Built with controls

We do not automate sensitive work blindly.

Money, customer messages, patient data, account changes, and operational decisions need scoped access, approvals, logs, and fallbacks. S7 builds those controls before autonomy expands.

Read trust approach
Scoped data accessHuman approval for sensitive actionsAudit-friendly logsAPI readback verificationRate-limited contact flowClear fallback paths

Start simple

Send the workflow, bottleneck, or product idea.

We’ll tell you what is worth automating, what should stay human, and whether the first useful version should be a platform, app, plugin, assistant, or consulting roadmap.

Prefer email? info@s7automations.com