Kris
An AI agent that executes with the user's own RBAC permissions, fully audited: who, when, what, why. Not a chatbot — an executor.
F7 KORE
Industrial operations driven by executor AI
A conversational operations platform for industrial enterprises — where operators, supervisors and managers run operations through executor AI, on top of real data and auditable legacy systems.
Anchored on IRIS Data Platform · Headquartered in Brazil
Customer-exclusive on-prem
Absolute sovereignty LGPD-trivial by design Industrial secrecy preserved
Category
Not an app builder. A conversational operations platform.
KORE lets the operator speak the way they always have — WhatsApp, voice, chat — and the executor AI runs the systems for them, with real permissions and complete audit. The interface is the conversation; the ergonomics, what they already use. Operations that fit how Brazilian industry actually works.
Operator speaks as they always have — WhatsApp, voice, chat
AI executes with the user's RBAC and identity
Dedicated instance inside the customer's perimeter
Pillars
Three pillars that uphold conversational industrial operations
Connect
Integration plane for legacy systems (ERP, MES, PLC, EDM) anchored on IRIS Data Platform — IRIS Interoperability + on-prem Connect Agent for data sovereignty.
Modular platform
Operations, intelligence and infrastructure under Ports & Adapters — zero vendor SDK in the domain, portability across on-prem customer environments.
Who it's for
Mid-to-large Brazilian industrial companies with established ERP and distributed operations
- 200-500 employees · USD 10-40M revenue
- Manufacturing, chemicals/pharma, agroindustry, metalwork
- Established on-prem ERP — Protheus, SAP B1, Sankhya, Senior
- TI structured enough for on-prem integration
The real pain:
Informal operations through WhatsApp, spreadsheets and paper. Decisions by intuition. Zero audit. Knowledge that lives in the head of the veteran operator.
What changes:
Conversational operations on real data. Executor AI with RBAC and audit. Native integration with legacy ERP/MES. Absolute sovereignty — data never leaves the customer.
Talk
WhatsApp as the primary entry point into operations
The channel the shop floor already uses — now backed by executor AI, audit, RBAC and ERP integration. Multi-channel, multi-account, multi-plant. No app to download, no UX training.
WhatsApp Cloud API · Official Meta
Official WhatsApp Cloud API
Direct Meta integration. Multi-number, multi-plant. Audio, text, photo and document understood by the same executor AI.
Voice, text, photo, document
The operator photographs the defect, describes it by voice, attaches it to the work order. Kris classifies, files it correctly and opens the repair in MES — fully audit-trailed.
Per-user conversational memory
Each operator, supervisor and manager speaks in context. Persistent history, verified identity, no thread loss between shifts.
Human routes when needed
When the AI lacks confidence, it escalates to a supervisor with context ready. Operations don't stall waiting for the right human.
K
Sample · concept mockup 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 classified: bearing series SKF 6204.Opened corrective maintenance OS #8839 in Protheus.Cassio (shift-2 maintainer) notified.
Audit log · entry #45219
14:32
Cool, thanks
14:32
Kris
✓ Confirmed. Check Cassio's reply in 20 min.
14:32
Connect
Native integration with Brazilian ERPs
Connect/IRIS talks to Protheus, SAP B1, Sankhya, Senior and the MES/WMS/CMMS specific to Brazilian industry. On-prem, sovereign, with credentials entirely inside the customer's perimeter.
Connect Agent · what it is
An IRIS Interoperability service running inside the customer's perimeter. Loads ERP/MES credentials, exposes typed adapters to Kris and keeps all sensitive traffic inside the data center — credentials don't travel, secrets don't leave.
TOTVS Protheus
ADVPL · REST · direct DB
Native adapter via IRIS Interoperability. RFC, REST endpoints and direct DB queries controlled by the same security policy.
SAP Business One
Service Layer · DI API
REST Service Layer plus binary DI API for performance. On-prem Connect Agent keeps credentials inside the perimeter.
Sankhya
REST · JSP · SQL
Integration through official Sankhya endpoints plus direct access for bulk scenarios. Brazilian NF and stock idioms covered.
Senior
SOAP · REST G7
Legacy G5 via SOAP and modern G7 via REST. Single adapter, per-customer switch.
Beyond ERP:
- MES, WMS, CMMS tailored via IRIS Interoperability
- Shop-floor protocols — OPC-UA, MQTT, Modbus, AS/400
- EDM and legacy document repos via protocol-aware adapters
How it runs
100% inside the customer's data center — absolute sovereignty over the data
Full IRIS Data Platform, on-prem
Multi-model database, durable workflow (Productions/BPL), native audit, security/RBAC, vector search — all in a single platform running inside the customer's perimeter.
No F7 cloud in the middle
Personal data, audit logs and WhatsApp/ERP content never leave the customer's data center. LGPD compliance is trivial. Industrial secrecy met by design.
External webhooks via Cloudflare Tunnel
The customer runs cloudflared at the perimeter; webhooks arrive at <customer>.f7kore.com on the Cloudflare edge and are tunneled in without exposing IPs or opening inbound firewall rules.
Every customer = a dedicated instance
No technical multi-tenancy, no per-tenant RLS, no cross-tenant leak risk. Enterprise software vendor category — Atlassian Data Center / GitLab Self-Managed style.
Where we play
The most valuable shop-floor data doesn't come from the sensor. It comes from the operator.
And in 2026, that operator is still outside the system.
A production foreman walks the line, spots three parts with cut-edge scrap and a setup failure on machine 12. In fifteen seconds he knows what happened, why, and what needs to be done. That knowledge — precise, fresh, rare — enters the system four hours later.
of Brazilian industrial companies use no digital technology in their production process.
CNI · Industry 4.0 Survey · 2021of companies operate with MES — a system that automates manufacturing data collection.
TOTVS · H2R Insights · IPT · 2024of Brazilian industries actually practice Industry 4.0 today.
ABDI · sector compositionper year in inefficiency from the digital gap in Brazilian industry.
ABDI · maintenance + production + energyBrazilians use WhatsApp every day. The channel already exists — the system is missing.
StatistaThe channel is already in the pocket of whoever operates. What's missing is a system that understands how the Brazilian shop floor actually works.
Supply Chain Execution
The layer where operations actually happen
Production · quality · asset maintenance · receiving · dispatch · internal movement. KORE plays exactly where the chain materializes into a part, a batch, an order, a stoppage.
Vector 01
Shop floor
The interface that replaces informal WhatsApp + spreadsheet at the exact moment of recording.
- Production reporting — start of WO, stop, scrap, reason
- On-line quality inspection — record with photo
- Machine setup and product changeover
- Non-conformance recording
- Tool and supplies requests
- Operator → supervisor communication and shift turn-over
"Operator describes scrap by voice in 10 seconds. Typing the same into the ERP takes 5 minutes — and creates errors."
Vector 02
Asset maintenance
From the operator's perception to a Protheus work order — before the machine actually stops.
- Receiving corrective maintenance work orders
- Asset check-in and check-out
- Part used and downtime recording
- Preventive maintenance guided by checklist
- Emergency maintenance request
- Asset operational history
"Operator notices an odd vibration at 9 AM. Today the machine breaks at 2 PM. With Kris, it turns into a preventive Protheus WO in 30 seconds."
Vector 03
Warehouse and movement
Receiving, picking and dispatch with photo, weight and check — no retroactive typing.
- Cargo receiving — NF, photo, weight, verification
- Addressing and storage
- Guided picking and separation
- Outbound check and dispatch
- Cyclical and rotating inventory
- Internal movement between cells
"NF check at the gate, on the gate-keeper's phone — not on Wednesday's spreadsheet."
Return
Where KORE returns value
Five fronts where KORE delivers measurable return on industrial operations. Structural categories — every operation hits them.
Informal coordination eliminated
Supervisor and manager hours spent reactivating personal WhatsApp, scattered calls, paperwork chasing. Recovers time and removes "I didn't see" as a category.
Knowledge continuity
The veteran operator carries the how-to in their head. When they retire, it leaves with them. KORE captures procedure inside the real conversation — no parallel manual, no disconnected training.
Compliance-grade native audit
LGPD, ISO 9001, FDA Part 11 — anything that requires traceability gets an automatic trail. No extra collection work before audits, no parallel evidence spreadsheet.
Standardization without rigidity
The same procedure executed differently across shifts becomes measured variation. Without forcing a form — Kris records what actually happened.
Real-time operational visibility
OEE, throughput, bottleneck, rework — no ETL to a separate data warehouse. IRIS persists and analyzes inside the same engine, on the same audited data.
The weight of each front varies by scenario. The presence of the five does not.