Autonomous Engineering for
Every Domain

From ticket triage and root-cause analysis to code implementation and pull-request delivery — Induktiv AI adapts to your industry, your stack and your compliance requirements.

Embedded / Firmware

Memory leaks, buffer overflows, register mis-configs and ISR race conditions — Induktiv AI reads your bug tickets, parses logs of any type and coredumps, then writes the fix directly in C/C++ respecting RTOS patterns, MISRA and HAL layers.

Not just a patch suggestion: it opens a pull request with code, tests and traceability, ready for the next sprint.

  • Fix memory leaks and dynamic-allocation bugs
  • Resolve buffer-overflow vulnerabilities
  • Correct peripheral-register configuration errors
  • Fix interrupt-handler race conditions & priority inversions
  • Implement new RTOS tasks and driver features end-to-end
C / C++ / Rust FreeRTOS Zephyr QNX Embedded Linux MISRA / CERT-C HAL / BSP
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Embedded firmware circuit board
AI auto-fixes memory leaks & ISR race conditions in real firmware

Internet of Things

Fleets, gateways, edge and cloud — Induktiv AI stitches MQTT reconnect storms, OTA rollback failures and sensor calibration drifts into one investigation, then implements the fix across device firmware and cloud backend in a single PR.

  • Fix MQTT connectivity and reconnection storms
  • Implement robust OTA rollback & retry logic
  • Resolve sensor-calibration and parsing drifts
  • Correct edge-to-cloud data synchronization bugs
  • Write new device-provisioning flows from specs
MQTT CoAP Python Node.js AWS IoT
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IoT sensors and connected devices
AI stitches fleet telemetry, MQTT reconnect & OTA failures end-to-end

Medical Devices

IEC 62304 doesn't allow "just push a fix". Induktiv AI writes compliance-ready patches with full traceability — every code change links back to the defect, the risk classification and the test evidence, aligned with your QMS.

From infusion-pump firmware to DICOM viewers and HL7 gateways, the agent handles implementation and the documentation pack reviewers expect.

  • Fix safety-critical calculation and alarm-threshold bugs
  • Resolve data-integrity issues in patient records
  • Correct HL7, FHIR and DICOM protocol mismatches
  • Implement new regulated features with IEC 62304 evidence
  • Generate full traceability & risk-analysis updates
IEC 62304 ISO 14971 HL7 / FHIR DICOM C++ / Python
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Modern medical device with digital monitoring
IEC 62304-compliant fixes with full traceability for every change

Automotive Software

Millions of lines across ECU firmware, ADAS stacks and vehicle clouds. Induktiv AI speaks AUTOSAR BSW, SOME/IP service routing, CAN/UDS diagnostics and ASPICE processes — and ships fixes that match your safety case.

Ticket lands, logs get parsed, DOORS requirements get correlated, code gets written, PR opens in the right repo with the right reviewers tagged.

  • Fix AUTOSAR diagnostic-service routing errors
  • Resolve CAN / UDS / DoIP protocol bugs
  • Correct SOME/IP service-discovery & SecOC issues
  • Implement new ADAS sensor-fusion features
  • Generate ASPICE-compliant change documentation
Classic AUTOSAR Adaptive AUTOSAR QNX / Linux CAN / UDS / DoIP SOME/IP · SecOC ASPICE · ISO 26262 C / C++ / Rust
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Modern vehicle digital ECU dashboard
AUTOSAR, CAN/UDS & ASPICE-ready fixes from ECU firmware to ADAS

Aerospace & Defence

Air-gapped networks, classified code, zero external data transfer. Induktiv AI runs fully on-premise with local models — the agent inherits your security boundary while still delivering DO-178C, DO-254 and MISRA-compliant code changes.

Every action is audit-logged, every fix comes with evidence-pack-ready documentation, every commit is reproducible. Built for regulators, not just developers.

  • Patch avionics & flight-control software with DO-178C evidence
  • Fix MISRA / CERT-C violations across legacy defence codebases
  • Implement mission-system features with full traceability
  • Resolve ground-segment & SATCOM protocol bugs
  • Zero-trust local AI — no data leaves the classified enclave
DO-178C · DO-254 MISRA · CERT-C Ada · C / C++ VxWorks · INTEGRITY RTOS / Bare-metal Air-gapped on-prem
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Defence radar and mission systems
Air-gapped local AI · DO-178C & MISRA-ready code changes

FinTech & Banking

Zero-downtime, pixel-perfect accuracy, PCI-DSS in scope. Induktiv AI writes production-safe fixes for payment rails, ledgers and auth flows — and implements new features across Kafka topics, ledger tables and API gateways in one coherent change.

  • Fix payment-processing timeouts and race conditions
  • Resolve transaction-ledger and reconciliation errors
  • Patch authentication / authorization vulnerabilities
  • Implement new PSD2, Open Banking & SCA flows
  • Correct FX and rounding errors across currencies
Java / Kotlin Spring Boot PostgreSQL Kafka PCI-DSS
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Financial trading dashboard
Production-safe fixes for payment rails, ledgers & PCI-DSS flows

SaaS & Web Apps

Your backlog has 80% repetitive tickets. Induktiv AI absorbs them: opens the real PR for N+1 queries, auth bugs, API regressions, missing indexes — and implements new endpoints or React components straight from the ticket description.

  • Fix REST & GraphQL API regressions
  • Optimize slow queries (N+1, missing indexes, plans)
  • Resolve auth / authZ bypass bugs
  • Implement new product features from PM specs
  • Correct caching, WebSocket and realtime sync issues
TypeScript React / Next Node.js PostgreSQL Redis
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SaaS analytics dashboard on laptop
Opens a real PR: fixes N+1 queries, auth bugs, implements features

DevOps & Infrastructure

Flaky CI, Kubernetes drift, Terraform state conflicts — Induktiv AI diagnoses platform incidents by correlating Grafana, Jenkins artifacts and git history, then pushes the infrastructure-as-code fix itself.

  • Fix CI/CD pipeline failures and flaky tests
  • Resolve Docker / Kubernetes config & scheduling bugs
  • Correct Terraform / Pulumi / Ansible IaC regressions
  • Implement new observability dashboards & alerts
  • Patch Nginx, load-balancer and DNS routing errors
Docker Kubernetes Terraform GitHub Actions Grafana
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Server rack with blue LEDs
Diagnoses & patches CI/CD, Kubernetes & Terraform regressions

Proven ROI

Based on €85/h fully loaded cost, 6h avg manual investigation, 45 min AI-assisted review, €20 AI cost per ticket.

Automotive OEMSave €1.02M
25 engineers · 200 tickets / month
Before€1.22M / year
With Induktiv AI€201K / year

AUTOSAR defects, CAN/LIN trace analysis, coredump parsing, DOORS requirement correlation. 80% reduction in senior-engineer bottleneck.

SaaS PlatformSave €613K
15 engineers · 120 tickets / month
Before€734K / year
With Induktiv AI€121K / year

Jira + GitHub integration, log analysis, similar-ticket detection, automated regression root-cause. 3× faster incident resolution.

ManufacturingSave €408K
10 engineers · 80 tickets / month
Before€489K / year
With Induktiv AI€81K / year

PLC fault analysis, ServiceNow integration, safety-critical documentation, Polarion requirement tracing. 50% faster onboarding.

Don't See Your Industry?

If your team uses version control and task management, Induktiv AI can help. Let's talk.

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