Does the work
Builds the technical proposal in the company's template — the work that took a person days.
F7 KORE AI applied in Industry
The whole operation in a single core. And an AI that does the work.
What the operation knows lives in ERP, MES, spreadsheets and people's heads. KORE brings it together — and the AI reads, acts and records every step.
Meet Kris. The AI of KORE.
Kris reads the document, the form, the photo and the audio, does the work and hands it back for you to confirm — always with the permission of whoever triggers it, and with every action recorded.
Catches the error
Sees the swapped value on the form the moment it's typed — and flags it before it becomes rework or a nonconformity.
Sees what's missing
Spots the cleaning check nobody logged on the production order.
Document, form, task, work order — Kris reaches each one. And every step lands in a history that proves it.
What KORE is
Industry already bought somewhere to store it. What's missing is who does the work.
The operation's software — the ERP, the MES, the maintenance system — stores what the operation already did and hands you back the work of filling it in: it's an archive. KORE does the work — reads the audio, the photo, the form, the standard — and you just confirm. It's the judgment of those who understand it best, applied across the whole operation at the same time — something no person can do.
of generative AI pilots delivered no return at all. An assistant that only answers questions doesn't change the operation — what changes it is AI that acts inside the process, with permissions and a record.
Software records what's already past. KORE does the work now, while the operation is happening.
Kris always acts within the permissions of the user who triggered it — never on its own, never beyond what's authorized.
Every action lands in a permanent record: who asked, what was done and when. Audit-ready.
The pain
The most expensive work in your operation isn't the machine. It's the judgment that lives in a few heads.
Brazilian industry is living through a shortage of skilled labor, shorter shift schedules — producing more in fewer hours — and critical knowledge locked in the heads of a few specialists, who retire and take it with them. That judgment doesn't scale — and when it's missing, the bill comes due in two ways.
of industrial companies report a shortage of skilled workers
An all-time high for the series — it was 5% in 2020.
A customer asks for a quote. The specialist reads the documentation, fills the technical form, builds the proposal and prices it item by item. Half the sales cycle runs through one head. When that person is out — or when whoever steps in lacks the same instinct — the error enters the proposal and becomes rework, and no one with judgment was beside it to catch it in time.
In a production order, the sequence is sanitize the line, mark the check, clean, mark the check. The cleaning check was never logged — someone forgot, or the system didn't generate it. The order moved on anyway. Nobody saw the hole; it only surfaced later as a nonconformity in the batch, with the loss and the audit that follow. Here no one is making a mistake — a step that should have happened didn't, and no one was watching.
Both faces share one root: the judgment of those who know wasn't present — neither beside the person doing the work, nor watching for what was missed. That is exactly where KORE belongs.
The thesis
Every process industry has to prove shares the same anatomy.
- 1
A document sets the rule
standard, SOP, drawing, contract, licence
- 2
A person carries it out
on the shift, on the line, in the field, on site
- 3
A piece of evidence proves it
with author, timestamp and version — for the auditor and for the customer
Where this anatomy shows up in your operation
Quality
nonconformity · corrective action · incoming inspection · PPM
Maintenance
preventive · work order · instrument calibration
Workplace safety
work permit · toolbox talk · risk assessment · near miss
Environment
licence condition · waste · monitoring
Engineering and design
datasheet · specification · estimate · bill of materials
Procurement
quoting · supplier qualification and approval
People and training
SOP · work instruction · competency matrix
Audit and certification
ISO · IATF · GMP · safety regulations — evidence ready, not a scramble
Today each of those lives in a spreadsheet, on paper or in an email — and the cost shows up as a sum. Poor quality eats 15 to 20% of sales, and hidden costs run 4× the visible ones precisely because nobody tracks them together. (ASQ)
The product today
Real screens from the product running today.
Captures from the demonstration environment — the same product and the same modules that go into your operation.
The platform Twelve modules, a single core
All the operation's knowledge — documents, forms, tasks, conversations, system data — in one place. There are twelve modules, and one of them is Kris: the AI that works inside the other eleven, applying judgment where the work happens. You activate only what you need — and every step stays recorded.
Know What the operation knows about itself
- Docs Controlled documents — SOPs, manuals, certificates — with versioning, approval and proof of reading: end-to-end document traceability.
- Forms Forms, inspections and the operation's master records, validated the moment they're filled in.
- Connect Connects the systems the plant already uses — management, production, shop floor — bringing real data into KORE.
Communicate How the operation speaks with the world
- Talk Your direct line to Kris — WhatsApp, Teams, Slack or email. You talk where you already talk, and each person sees only their own conversations.
- Meetings A meeting becomes summary, decisions and actions with owner and deadline — with no one typing minutes.
- Notify The right alert at the right time — machine down, form rejected, deadline approaching.
Act & measure How the work is done and measured
- Kris The AI that does the work — inside every other module, always with the permission of whoever triggered it and with every action recorded.
- Tasks The day-to-day work — tasks, corrective actions, kaizen — assigned, scheduled and escalated.
- Trace The real journey of each work item across modules — where it stalled, what the delay cost and which deadline it broke. The process as it actually happens, not as it was drawn.
- Analytics The operation in numbers — cost, quality, cycle time — and the number that's off with its cause already pointed out, without building a report.
Comply & migrate How the operation stays in order
- Norms The radar of the regulations the company must meet — and how well each one is being met.
- Migrate Data from an older system or spreadsheet brought into KORE — with a preview before you confirm, and you can undo it if something goes wrong.
Demo
Watch Kris at work
An operator sends a photo and an audio through the channel the plant already uses. In ~1.2 seconds KORE understands, classifies, opens the work order in the ERP and alerts the maintainer — all recorded. Below, a real example of the work getting done.
In this example · WhatsApp
Reads photo, audio, text and document
The operator photographs the defect, describes it by voice, attaches the work order. The same AI reads all four formats and structures what matters.
Proposes, you confirm, it executes
Kris classifies the symptom and proposes the action. You confirm — and then it opens the work order in your ERP and calls the shift mechanic. Real action in the system, with your permission.
Through the channel the plant already uses
WhatsApp, Teams, Slack, bench tablet, terminal. The intelligence is the same on all of them — the channel is just where the conversation happens.
Everything audit-trailed
Every step recorded: who asked, what the AI did, when, under which permission. Everything stays recorded, audit-ready.
F7 KORE · Operations Kris · executor online
defect-part.jpg
14:31
0:08 · this defect on work order 4471, bearing issue
14:31
Kris
Identified: WO 4471 · line L2 · assembly area.Symptom: bearing series SKF 6204.Shall I open the corrective maintenance order in the ERP and call Cassio, the shift mechanic?
14:32
Confirmed
14:32
Kris
Corrective maintenance order #8839 opened in the ERP.Cassio (shift-2 maintainer) notified. I'll let you know as soon as he replies.
Audit log · entry #45219
14:33
The confirmation respects the permission level of whoever confirms.
What sets it apart
Five things you can't copy with a feature.
The data stays in your house
Platform and records run wherever you choose — on your server or in the cloud managed by F7. Only the slice the task needs goes to the model, encrypted and logged.
AI where the system doesn't reach
Document, form, inspection, photo, audio, conversation — the work that never logs into the ERP and today gets settled over personal WhatsApp and phone calls. That's where Kris operates, with role-based permissions and every action audited.
Capture at the source, in the operator's own voice
They speak, Kris records — inspection, incident, reading. In their own words, with nobody trained on a new system: the data is born digital instead of becoming paper and being retyped later. And the veteran's know-how is on record before they retire.
Where work stalls — and what it costs
The platform points to the bottleneck and the money sitting idle without a process mining project: it reads the work already happening inside it.
Traceable by design
Every action with author, timestamp and version. The evidence is already there when the auditor arrives — it isn't a report we generate afterwards.
Integrations
Connects to the systems the plant already runs
To act, Kris talks to the systems the plant already uses — the ERP, the shop floor, everything. And it does so without taking any password out of your company: what's yours stays yours.
What KORE connects
- Your company's management and production systems
- CRM and commercial tools
- Machines and shop-floor sensors
- Quality and maintenance systems
- Data locked inside legacy systems
How it runs
Runs on your server or in the cloud — you choose, and the data is always yours
In your company
The platform runs inside your company. Documents, history and data are stored on your premises, with role-based permissions and an audit trail of every access — industrial secrets, personal data and operational continuity under your control: if the internet goes down, the operation keeps running.
In the cloud, managed by F7
F7 takes care of everything; you just access it through the browser, with no infrastructure of your own. Every customer has their own environment, kept separate — no mixing with anyone.
How it's sold
By module, by user and by the size of the operation. It enters through one pain and grows as the company adopts it — deployment is configuration, not a software project.
A decade of real operation
Before Kris existed, this house was already automating operations
Kris is new — it's being introduced now. The experience behind it is not. For over a decade the same house has automated industry in real operations, with measured results.
Quinabra · regulated chemical industry
“Now I can follow the production tasks and make sure everything is being done properly through my tablet or phone.”
Regulatory activity control moved from notebook to screen with filters · workdays recovered in the directors' routine.
Martha Lorenzi · Director · Quinabra
Read full caseCervejaria Proibida · B2B sales
“There were 30 executives the days I spent with them, soon after they reached 70. I take pride in the rollout we delivered at Cervejaria Proibida — the gain there was absurd.”
Commercial agreements with no physical travel · BRL 6,450/week saved · operation scaled 30 → 70 executives without breaking the process.
Julio Godoi · former Commercial Director at F7 · on the project delivered to Cervejaria Proibida
Read full caseDegraus · equipment rental
“We were definitely able to optimize at least 50% of the time, mainly thanks to centralized communication and managing activities according to the queue order.”
A single automated process · BRL 35,000/year saved · history, queue and approval flow where there used to be only emails.
Renan Almeida · IT Manager · Degraus Aluguéis de Equipamentos
Read full caseOther testimonials from the same base
"Our sector involves a lot of documentation, both ours and from our customers. The arrival of Dynamique reduced physical document movement by 87% and made internal controls and audits much easier."
"Dynamique digitized our processes enabling much greater speed and fluidity. Our communication with members and residents became much faster."
Who it's for
Mid-to-large Brazilian industrial companies with an established core system and a critical process locked in one person
- Mid-to-large, operations spread across shifts, plants or job sites
- Construction and infrastructure, mining and steel, metalwork, food & beverage, pharma, chemicals, energy and sanitation, textiles and apparel, machinery and equipment, paper and plastics, cosmetics
- Established core system — from the main Brazilian vendors to in-house legacy
- In-house or partner IT able to discuss technically — F7 leads the deployment, from internals to deploy
- Where KORE lands first: engineering and quoting, production/operations, quality, procurement, maintenance
- Buying cycle in weeks when it enters through one pain, with two or three modules; 3 to 6 months on larger projects. An ERP takes 6 to 18.
The real pain:
A process that eats half the time of your expensive people — quoting, inspecting, documenting — done by hand, with no trail, that only one or two people know how to run. When they're out, the process stops. When they retire, the knowledge leaves with them.
What changes:
KORE takes on the manual work: reads the document, applies the judgment, delivers the result. The senior person stops being the bottleneck — they review and decide instead of executing by hand. Their judgment, once stuck at one desk, now pays off across the whole operation.
Industrial operations platform · AI-native
Pick the pain. We'll prove it in weeks, on your own data.
You choose the process that hurts most. We build on your document, your form and your systems — and you see it working before deciding anything.