AI DevOps & Distribution

Swissi
GIT

AI-Native Version Control with Built-In Monetisation for Workflows, Models, and Code

Capital NeedCHF 3M
StagePre-Seed
SectorDevOps / Infrastructure
The Vision

A new paradigm for software distribution where AI models, workflows, and code are versioned, shared, and monetised through a single platform. Inherit Agnostyca foundation models with a simple pull. Pay contributors instantly via Swissi Stablecoin smart contracts.

"Git revolutionised how we share code. Swissi GIT revolutionises how we share, monetise, and deploy AI—turning every pull into a potential transaction and every push into a revenue stream."— Swissi GIT Team

Market

AI model distribution is fragmented. Developers lack simple ways to monetise workflows. Enterprises struggle with licensing, provenance, and compliance for AI assets.

Solution

Git-native AI distribution with built-in smart contract payments. Pull a model, trigger a micropayment. Push a workflow, set your price. All automated, instant, and transparent.

01

The Problem

Fragmented AI Distribution

AI models are scattered across Hugging Face, Model Zoo, private registries, and ad-hoc file shares. No unified versioning, no standardised licensing, no clear provenance chain. Enterprises cannot confidently deploy models without extensive due diligence.

No Monetisation Infrastructure

Developers create valuable workflows, fine-tuned models, and automation pipelines but have no simple way to monetise them. Traditional licensing is cumbersome. Payment rails are slow. Attribution is lost. Value creators go uncompensated.

02

Agnostyca Integration

Inherit foundation models and domain-specific AI with the simplicity of a git pull.

01

Model Inheritance

Agnostyca foundation models are first-class citizens in Swissi GIT. Pull a base model, fine-tune it for your domain, push your derivative. The entire lineage is tracked, versioned, and licensed automatically.

$ swissi-git pull agnostyca/base-llm-v3
Pulling model: agnostyca/base-llm-v3
License: Swissi Enterprise
Lineage verified: 3 ancestors
Model ready for fine-tuning
02

Workflow Distribution

AI workflows—training pipelines, inference configurations, prompt chains—are versioned alongside models. Pull a complete solution, not just weights. Deploy production-ready AI with a single command.

$ swissi-git pull finai/fraud-detection
Pulling workflow: fraud-detection-v2.1
Includes: model, config, tests, docs
Dependencies: agnostyca/base + 3 modules
Workflow deployed to staging
03

Stablecoin Payment Layer

Instant, programmable payments via Swissi Stablecoin smart contracts—built directly into the version control workflow.

01

Pull-to-Pay

Every git pull can trigger an automated micropayment. Model creators set pricing. Users pay instantly in Swissi Stablecoin. No invoices, no delays, no intermediaries.

02

Revenue Sharing

Smart contracts automatically distribute revenue across the dependency chain. If your model builds on three others, all four creators get paid proportionally on every use.

03

Usage-Based Licensing

Pay per inference, per training run, or per deployment. Flexible pricing models enforced by smart contracts. Audit trails on the DLT for compliance.

Smart Contract Payment Flow

Pull
User requests asset
Verify
Smart contract checks license
Pay
Instant Stablecoin transfer
Distribute
Revenue split to all contributors
Deliver
Asset transferred to user
04

AI-Enhanced DevOps

Every stage of the development lifecycle augmented by intelligent automation.

01

Intelligent Code Review

AI-powered analysis detecting bugs, security vulnerabilities, and style issues before merge

02

Automated Testing

Generate test cases from code changes. Predict flaky tests. Prioritise test execution

03

Smart Merging

AI-assisted conflict resolution understanding semantic intent, not just text differences

04

Deployment Prediction

ML models predicting deployment risk, rollback probability, and performance impact

05

Documentation Generation

Automatic README updates, API docs, and changelog entries from commit history

06

Dependency Intelligence

Proactive vulnerability scanning, license compliance, and upgrade recommendations

07

Cost Estimation

Predict infrastructure costs for new deployments before committing resources

08

Observability Integration

Correlate code changes with production metrics for rapid issue identification

05

Built-In Business Model

Monetisation is native to the platform, not an afterthought.

01

For Model Creators

  • 01Set per-pull or per-use pricing for your models
  • 02Automatic royalties when others build on your work
  • 03Analytics dashboard showing usage and revenue
  • 04Enterprise licensing with volume discounts
02

For Workflow Publishers

  • 01Package complete solutions (model + config + tests)
  • 02Subscription or one-time purchase options
  • 03Support tiers and consulting add-ons
  • 04Verified publisher badges for trust
03

For Enterprises

  • 01Private registries with access control
  • 02Compliance-ready licensing and audit trails
  • 03Predictable cost management with budgets
  • 04SSO, RBAC, and enterprise security
04

Platform Revenue

  • 01Transaction fees on marketplace sales
  • 02Enterprise subscriptions for private hosting
  • 03Premium AI DevOps features
  • 04Consulting and integration services
06

Swissi Ecosystem Synergies

Deep integration with every Swissi company creates unique competitive advantages.

01

Agnostyca

Foundation models as first-class git objects. Pull base models, push fine-tuned derivatives. Full lineage tracking.

02

Stablecoin

Native payment layer for all transactions. Smart contracts enforce licensing. Instant settlement.

03

DLT

Immutable audit trails for provenance. License verification on-chain. Dispute resolution.

04

FinAI / MedAI / LegalAI

Domain-specific model marketplace. Certified workflows for regulated industries. Compliance packaging.

05

HPC

Integrated compute for model training and CI/CD. Reserved capacity for enterprise customers.

06

UniAI

Training materials for developers. Certifications for Swissi GIT proficiency. Talent pipeline.

07

Market Opportunity

USD 15B

DevOps Market 2026

Global market for DevOps platforms and tools

USD 45B

MLOps Market 2030

AI/ML operations and deployment infrastructure

100M+

Developers

Global software developer population

3x

AI Model Growth

YoY increase in published AI models

08

Key Differentiators

Native

Monetisation

Payment infrastructure built into version control, not bolted on

Unified

Distribution

Code, models, workflows, and configs in one versioned system

Instant

Settlement

Stablecoin smart contracts for immediate, programmable payments

Full

Provenance

DLT-backed audit trails for licensing, compliance, and attribution

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