AI systems you can actually rely on.

We build, secure and operate AI systems for mid-market companies, enterprises, and public-sector clients. Architecture review in 5 days. Pilot in 8 weeks. Operations under SLA — by a senior team that takes accountability.

Book an intro call See architecture review
15+ yrs
ENTERPRISE ARCHITECTURE
3
GDPR · BSI · EU AI ACT
99,5%
OPERATIONS SLA
REFERENCE ARCHITECTURE v2.4 ● LIVE
INGRESS REASONING DATA / TOOLS OBSERVABILITY User / API Request Gateway AuthZ · Rate-Limit Guardrails PII · Policy Orchestrator LangGraph · Agent RAG · Vector DB pgvector · Reranker LLM stack OpenAI · Azure · OSS Tools · APIs ERP · CRM · DMS Eval · Trace Langfuse Monitoring Prom · Grafana · SIEM Audit log BSI · GDPR
/01 — PROBLEM

Most models live on slides.
Not in production.

01 / 06
Prototype without production
POCs that never make the leap into real production use.
02 / 06
Security as an afterthought
Uncertainty around GDPR, BSI, EU AI Act — expensive to retrofit.
03 / 06
No stable operations
Missing capacity for monitoring, scaling and ongoing iteration.
04 / 06
Brittle architecture
Systems that crack under load or when models change.
05 / 06
Fragmented ownership
No single partner that owns build, security and operations together.
06 / 06
No plan for post-launch
Maintenance, updates and re-evaluation after launch left unanswered.
/02 — SERVICES

AI Engineering, Security
& Operations.

BUILD

AI Engineering

Systems that run and deliver real value. From architecture and RAG pipelines to productive integration into your application landscape.

  • LLM architecture (OpenAI, Azure OpenAI, OSS stack)
  • RAG & vector search (pgvector, reranker, re-indexing)
  • Agent systems & tool-use (LangGraph, function calling)
  • Data pipelines (ingestion, cleaning, embeddings)
  • API integration into ERP, CRM, DMS
  • Eval setup from day 1 (no blind building)
DELIVERABLE A working system in production with eval dashboard and handover doc.
SECURE

AI Security

Security and compliance are part of the architecture — not an afterthought. GDPR, BSI C5, EU AI Act, red-teaming, threat modeling.

  • Threat modeling for LLM applications
  • Prompt-injection defense & output validation
  • PII detection, redaction, data residency
  • Audit log & tamper-proof inferences (EU AI Act Art. 12)
  • Compliance mapping: GDPR · BSI C5 · EU AI Act
  • Red-teaming against adversarial inputs
DELIVERABLE Audit report & mitigation roadmap, signed off by your DPO.
RUN

AI Operations

Monitoring, maintenance and ongoing iteration — reliably, with clear SLAs and one accountable contact. Cancellable monthly.

  • Observability on model, latency, token cost
  • Eval suite & drift detection (weekly/quarterly)
  • Model updates without regression
  • On-call with pager rotation (up to 24/7)
  • Cost optimisation (routing, caching, quantisation)
  • Monthly health report to stakeholders
DELIVERABLE SLA contract · 3 tiers · no minimum term.
BEFORE WE BUILD

Architecture Review. Five days. One report.

Before you sign off a six- or seven-figure investment: we review your AI architecture for production-readiness, security and compliance — fixed from €12,500 excl. 19% VAT, the report is yours to keep.

See architecture review
/03 — AI ENGINEERING

Systems that run.
Not just prototypes.

From architecture through RAG pipelines and agent systems to productive integration into your application landscape. Project-based, with fixed scope and a fixed eval setup from day one.

  1. 01
    LLM architecture
    OpenAI · Azure OpenAI · Anthropic · OSS stack. Model routing for cost and quality.
  2. 02
    RAG & vector search
    pgvector, reranker, re-indexing pipelines. Source citations from day one.
  3. 03
    Agent systems
    LangGraph, function calling, tool-use. With an eval setup that catches regressions.
  4. 04
    Data pipelines
    Ingestion, cleaning, embedding generation. Repeatable, documented, versioned.
  5. 05
    API integration
    ERP, CRM, DMS, internal backends. Auth, rate-limiting, audit log baked in.
  6. 06
    Eval from day one
    We build nothing without measurable quality. The eval suite is part of every architecture.
DELIVERABLE
  • Working system in production
  • Eval dashboard with reference metrics
  • Architecture doc & deployment path
  • Handover to in-house team or operations
Request an engineering project
/04 — AI SECURITY

Security is architecture.
Not an afterthought.

GDPR, BSI C5, EU AI Act — designed into the architecture, not certified after the fact. Threat modeling, red-teaming, and a report your DPO and board can actually act on.

  1. 01
    Threat modeling
    STRIDE & LINDDUN for LLM applications. Adversarial inputs, prompt injection, data poisoning.
  2. 02
    Prompt-injection defense
    Input sanitisation, output validation, constraint layer between model and tools.
  3. 03
    PII & data residency
    Detection, redaction, EU hosting. Customer-managed keys on request.
  4. 04
    Audit log
    Tamper-proof inferences per EU AI Act Art. 12 — retention ≥ 6 months.
  5. 05
    Compliance mapping
    GDPR Art. 32 · BSI C5 · EU AI Act Art. 6/9/10/12/14/15 — as one coherent document.
  6. 06
    Red-teaming
    Structured attack runs against the model and pipeline, with documented findings.
DELIVERABLE
  • Audit report for board & DPO
  • Risk matrix with mitigations
  • Compliance mapping as a DPA annex
  • Re-audit plan for ongoing operations
Request a security audit
/05 — AI OPERATIONS

Operations isn’t an afterthought.
It’s our core business.

We operate your AI system with the same discipline an SRE team brings to a production cluster: monitoring, eval, drift detection, model updates, on-call, cost control. Monthly retainer, transparent SLA. No minimum term. Monthly cancellation.

Bronze
from €4k / month
Business hours · 8/5
  • ✓Monitoring & alerting
  • ✓Monthly health report
  • ✓Quarterly eval & drift check
  • ✓Model updates on approval (1× / quarter)
  • ✓Response < 1 business day
MOST CHOSEN
Silver
from €9k / month
Extended on-call · dedicated senior
  • ✓Everything in Bronze
  • ✓Weekly eval & drift detection
  • ✓Model updates and re-indexing as needed
  • ✓Dedicated senior engineer
  • ✓Cost optimisation (routing, caching)
  • ✓Response < 4h · business days
Gold
from €18k / month
24/7 on-call · 99.5% SLA
  • ✓Everything in Silver
  • ✓24/7 on-call with pager rotation
  • ✓99.5% uptime SLA with proof
  • ✓Audit support: BSI, GDPR, EU AI Act
  • ✓Escalation hotline · direct line
  • ✓Response < 30 min · critical incidents

All prices excl. 19% VAT. No minimum term. Monthly cancellation. Escalation, audit, and special work billed at the agreed senior day rate.

  1. 01
    Monitoring
    Infrastructure, model latency, token cost, answer quality.
  2. 02
    Eval & drift
    Repeatable eval suite, automated drift detection.
  3. 03
    Model updates
    New models and embeddings into production, without regression.
  4. 04
    Cost optimisation
    Routing, caching, quantisation — with eval proof.
  5. 05
    Security updates
    Prompt-injection defenses, dependency patches, PII filter.
  6. 06
    Compliance reporting
    Audit log, re-eval proof, reports for DPO and board.
Request an operations health check

Have an existing AI system? We also take over what we didn’t build — including a 5-day health check as the entry point.

/06 — USE CASES

Applications that actually
work day-to-day.

RAG · KNOWLEDGE

RAG systems for knowledge and support

Make company knowledge searchable — assistants and support with traceable sources. Stable in production, with re-indexing and eval.

QUERY › What maintenance intervals apply to the XYZ-1000 unit?
RETRIEVAL · TOP-3
XYZ-1000_Handbuch.pdfp. 47 · 0.91
Wartung_2025.docxAbs. 3.2 · 0.86
Service-Bulletin_M14.pdfp. 12 · 0.74
ANSWER · CITED

The XYZ-1000 requires an inspection every 500 operating hours, an oil change every 2,000 h and a major service every 6,000 h.

INTERNAL TOOLS

AI tools that automate processes

Take pressure off workflows and repetitive tasks with AI — from idea to productive use inside your IT.

INVOICE AGENT · #4827 ● LIVE
✓Inbound mail classifiedOK
✓Data extraction from PDFOK
◐Validation against ERPRUNNING
○Approval workflowWAITING
THROUGHPUT TODAY 1,247 docs
AI FEATURES

AI features for existing products

Integrate AI features into your applications — maintainable, plugged into your processes, with measurable quality.

PIM · AI ASSISTANT
▌
PREVIEW · DRAFT 1

The XYZ-1000 combines robust mechanics with a maintenance concept that drastically reduces service intervals …

SECURE INFRASTRUCTURE

Secure AI infrastructure for sensitive data

Data protection and compliance from day one — architecture, audits and hardening for live operation.

COMPLIANCE · LIVE ● HEALTHY
DSGVO Art. 32PASS
BSI C5: SIM-04PASS
EU AI Act · Art. 9PASS
PII Redaction99.4%
Prompt-Injection0 / 240
Last audit: 2026-04-22 · Re-eval in 6 days
/07 — WHY SWIPERGY

We don’t talk about AI.
We put it to work.

01
Delivery, not decks
Focus on productive use — not on workshops and slide decks.
02
One team, end to end
Engineering, security and operations — no hand-off losses.
03
Compliance by design
GDPR, BSI, EU AI Act baked into the architecture. Secure systems, not one-off POCs.
04
Clear ownership
One point of contact. Maintenance and further development included from the start.
/08 — APPROACH

Four phases.
One accountability.

W 0
Discovery
Sharpen the use case, clarify data and constraints, sketch the architecture.
W 1–4
MVP & architecture
A working prototype with eval setup, a security model and a deployment path.
W 4–10
Go-live
Hardening, scaling, monitoring — including audit and hand-over.
W 10+
Operations
SLA-based operations, re-eval, model updates, ongoing iteration.

Let’s launch your AI system —
safely into production.

We clarify your use case, the technical and security requirements and the next steps — from mid-market to enterprise.

Book an intro call info@swipergy.com
RESPONSE
< 24 hours
LOCATIONS
Höchstadt · Remote DACH
ONBOARDING
No commitment · No hidden cost
Intro call · No commitment

Let’s talk.

We will clarify your use case, technical and security requirements and the next steps — no strings attached.