Case studies/Cybertron Labs

Automotive AI

Cybertron Labs

Automated the V-model for the first safety-aware engineering AI serving German Tier-1 OEMs.

ClientCybertron Labs
IndustryAutomotive AI
Duration16 months
Year2024, 2025

The challenge

Automotive requirements engineering is one of the most labor-intensive processes in the industry. Engineers manually write, review, cross-reference, and validate thousands of requirements against safety standards like ISO 26262 and ASPICE. Cybertron's core program had stalled under that complexity.

What we built

1

Document parsing and ingestion automation

Pipelines that parse, extract, and structure data from DOORS exports, PDFs, and specification sheets. No manual data entry, no copy-paste.

2

Semantic search engine

Engineers query thousands of requirements in natural language. Finding related requirements, conflicts, and gaps drops from days to seconds.

3

Requirements generation and elicitation

Automated generation of new requirements from existing specifications, gap detection, and refinement suggestions grounded in safety standards and domain knowledge.

4

V-model engineering automation

End-to-end lifecycle automation from specification through design, implementation, testing, and verification. Traceability that used to live across spreadsheets now runs as a pipeline.

5

Development environment automation

Infrastructure as Code on AWS, CI/CD pipelines, containerized services, automated testing, and deployment workflows. New engineers are productive on day one.

ROI

Results

72 hrsto break the initial engineering deadlock
80%reduction in repetitive engineering tasks
32+ hrsfreed per engineer, per week
60%increase in overall engineering productivity

Outcome

A 72-hour intervention became a 16-month strategic partnership. Enigma now architects and builds Cybertron's next-generation AI technology stack. Deep neural networks and automated engineering pipelines became Cybertron's core competitive advantage.

Technologies

PythonFastAPIPostgreSQLAWS (EC2, S3, IaC)DockerBERTT5Graph Neural NetworksBGE-M3ReactCI/CD
"

Enigma has been a true partner, solving our toughest challenges and accelerating our progress. When we needed custom AI, they delivered flawless results in days. We trust Enigma for high-stakes innovation.

Ahmed Abdien
Ahmed AbdienCEO and Founder, Cybertron Labs

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