Introducing Octopus

AI that adds capabilities
without breaking.

Octopus is a verified AI platform for regulated industries. Every answer cites its source. Every model is structurally audited. Every module is traceable.

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The problem

Why not monolithic?

Monolithic models bundle every capability into a single weight surface. That bundling is exactly what makes them fragile.

Monolithic models

One model, every risk shared.

  • Retrain everything to add a domain
  • Fragile under compression
  • No structural health visibility
  • Single point of failure
Octopus

Modular by construction.

  • Add a domain by training one module
  • Remove a module: zero cross-domain impact
  • Live structural health monitoring
  • Automatic graceful degradation
Architecture

How Octopus works.

Four moving parts, each with a single job. The boundaries between them are what makes the system safe to extend and safe to operate.

01

Brain

Routes queries to specialized arms. Analyzes intent, selects the right module, orchestrates multi-arm collaboration.

02

Arms

Fine-tuned models per industry. Banking arm live (FINMA, MiFID II, DORA). Pharma and Insurance on roadmap. Add, remove, enable, disable via configuration.

03

Router

Keyword and capability matching routes each query to the right arm. Detects when multiple arms should collaborate.

04

Monitor

sal-torch structural health checks. Fragility Index, drift detection, layer classification. Published at PPAM 2026 (Springer LNCS). The compliance officer can verify the model is structurally identical to the one validated at deployment.

Input Brain Router Arm · banking Arm · pharma Arm · insurance Output

Where Octopus fits

Industry modules.

One arm per regulated domain, each trained on its own regulatory corpus. Banking is live today; the next two are on the roadmap.

Live

Banking.

Regulatory compliance for financial institutions. FINMA circulars, MiFID II, DORA, Basel III. KYC/AML document analysis. Automated compliance reporting. On-premise, auditable, cited.

Coming Q1 2027

Pharma.

Regulatory intelligence for life sciences. ICH, FDA, EMA guidelines. Clinical protocol review. Pharmacovigilance. GxP compliance. Collaboration with Roche pRED ongoing.

Coming Q2 2027

Insurance.

Regulatory compliance for insurers. Solvency II, IDD, EIOPA. Claims analysis. Underwriting support. Swiss market first.

Validated

Key results.

Numbers from the platform as it runs today, restated in business language.

3,018
Regulatory chunks indexed
(MiFID II, DORA, Basel III, FINMA)
1,071
Automated tests passing
4 layers
Security
(Prompt Guard, PII Shield, RAG sandboxing, output validation)
<5s
Response time with GPU
(2.3s on Modal A10G)

What we offer

Services.

For teams that want to deploy verified AI in their own environment — on their own servers, under their own audit.

Engineering service

Custom arm training

We fine-tune a specialized arm on your regulatory corpus. Your compliance expertise becomes an Octopus module. Banking arm trained on 332 regulatory Q&A pairs, with more domains coming.

Discuss a custom arm
Advisory service

Structural audit

We analyze your AI models with sal-torch — Fragility Index, layer classification, drift detection. Published research (PPAM 2026, Springer LNCS). Compliance-ready PDF reports.

Request an audit
Deployment

Platform integration

We deploy Octopus in your infrastructure. Docker Compose, on-premise only. Your data never leaves your servers. Caddy/Nginx reverse proxy, SSL, production-ready.

Discuss deployment
What we also do

Engineering & advisory.

Beyond Octopus, we deliver applied AI for Swiss businesses — pragmatic, secure, maintainable.

01

Development

Custom software augmented by AI. Production-grade, secure, maintainable.

02

Modernization

Legacy systems transformed progressively. Intelligent automation, without disruption.

03

Strategy

Assessment, roadmap, prioritization. Clarity before investment.

Other products

Focused tools we also build.

System intelligence

ALEC

Data orchestration, anomaly detection and system health scoring. For IoT, IT and industrial.

Application security

ContractShield

Application-layer security that understands your business logic. API contract validation with intelligent learning.

Model compression

sal-torch

Training-time structural sparsification for PyTorch transformers. 2,700+ downloads on PyPI. Published at PPAM 2026 (Springer LNCS).

pip install sal-torch

.ch
Based in Switzerland
Open
Open source
0%
Hype
100%
Engineering

Ready to build
modular AI?

30 minutes to understand your needs. No commitment.

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