Enterprise AI Site Reliability Engineering (AI SRE)

Your AI is in production. Who is keeping it alive?

AI is not traditional software. It drifts, hallucinates, breaks upstream connections, and bleeds cloud budget if left unattended. Eliama Agency provides 24/7 autonomous monitoring, cost-reduction engineering, and continuous modernization for enterprises with existing AI investments.

THE DAY-2 CRISIS

Five broken promises of early AI adoption.

Over 80% of organizations that adopted generative or predictive AI between 2023 and 2025 now sit on brittle, unmaintained technical debt. We solve it.

01

Agentic Rot & API Fragility

Third-party APIs change schemas, upstream ERP databases update column names, and custom agents suddenly throw unhandled exceptions or run in infinite loops.

02

Model & Context Drift

Prompts that worked six months ago deliver degrading outputs as user behavior changes and foundation models receive unannounced backend updates.

03

Runaway Inference Bills

Multi-agent architectures generate redundant tokens, recursive reasoning loops, and zero-cache queries, causing monthly LLM bills to triple with no added value.

04

EU AI Act Non-Compliance

Models deployed in HR, credit scoring, supply chain triage, or industrial safety now face strict post-market monitoring, audit logging, and risk mitigation mandates.

05

Orphaned PoC Debt

The external boutique agency or internal contractor that built the custom pipeline left, leaving untyped, unmaintained code your IT team is afraid to touch.

SYMPTOM CHECKER

Is your existing AI showing these symptoms?

The Exploding Bill

Your inference and token costs climb every month, but user volume hasn't grown proportionally.

The Vanishing Contractor

Your prototype was delivered by a third-party developer, but no one on your internal team knows how to update the prompts or vector stores.

Silent Failures

Your agents hallucinate or fail silently on unexpected data schemas, and you find out only when an end-user files a complaint.

Regulatory Pressure

Your legal team is asking how your current AI infrastructure complies with European AI Act transparency and audit standards.

We take over the maintenance burden so your internal teams can focus on core business.

FLORACARE SERVICE MATRIX

Three ways to engage.

Tier 1 — AI Health & Vulnerability Triage

One-time forensic audit · 2–3 weeks
  • Full latency, token cost, and hallucination benchmark
  • Prompt injection & data leakage penetration test
  • EU AI Act compliance gap analysis
  • Architectural remediation roadmap

For companies feeling their AI is unreliable or too expensive, but unsure where the failure is.

Tier 2 — FloraCare 24/7 AI SRE

Managed operational retainer
  • Real-time agent monitoring via Eliama Yarrow
  • Semantic caching to cut token costs by 40–60%
  • Continuous synthetic evaluation & drift detection
  • 15-minute response SLA on production agent failures

For enterprises with business-critical AI running in front of clients or core operational teams.

Tier 3 — Sovereign Modernization & Porting

Re-architecture & migration
  • Extraction from fragile wrapper scripts
  • Re-grounding logic into the FloraOS Enterprise Ontology
  • Migration off US clouds onto Kervalt bare metal for full data privacy

For organizations bringing shadow-AI or ungrounded prototypes up to enterprise-grade stability.

THE PRODUCT ENGINE

Eliama Yarrow. Self-healing agents for your AI.

CLIENT PRODUCTION AI

Custom LLMs, Legacy Agents, Multi-Vendor Microservices

Telemetry Tap — OpenTelemetry / APIs

ELIAMA YARROW ENGINE

Drift & Accuracy Hallucination flags Embedding decay
Token & Latency Optimizers Semantic caching (Redis / Qdrant) Dynamic model-routing

AUTONOMOUS CIRCUIT BREAKERS — Kills infinite loops & recursive token spikes · Fallback to deterministic rules when models hallucinate · Daily cryptographic compliance ledger (EU AI Act)

Dynamic Model Tiering

Yarrow intercepts queries and automatically routes simple tasks to small, local models, only invoking high-cost frontier models when complex reasoning is genuinely required.

Deterministic Circuit Breakers

If an agent deviates from its designated policy bounds or begins looping, Yarrow arrests the process before it drains cloud credits or triggers faulty ERP writebacks.

Compliance Flight Recorder

Produces immutable, timestamped audit logs recording exact prompt-response chains, tool calls, and data sources for regulatory inspection.

WHAT SETS FLORACARE APART

SRE for AI, not just IT support.

Sovereignty First

We migrate your existing workloads off unvetted US endpoints directly into Kervalt's European bare-metal infrastructure.

True SRE, Not Just IT Support

We don't just restart servers; we tune temperature parameters, optimize context windows, compress vector indexes, and re-anchor retrieval pipelines.

Guaranteed Cost Reduction

In 9 out of 10 client environments, our semantic caching and model-routing optimizations save more on compute than the cost of our monthly retainer.

ENGAGEMENT MODELS

Three ways to start.

The Diagnostic Sprint

€7,500 – €15,000 flat fee

A 14-day deep-dive audit of your existing AI codebase, latency profiles, token spend, security vulnerabilities, and compliance readiness.

FloraCare Monthly Retainer

€3,000 – €12,000 / month

Tiered SLAs based on the number of production agents, including uptime monitoring, token optimization, prompt maintenance, and 24/7 incident response.

Rescue & Re-platforming

Scoped project

Modernizing an unstable LangChain or custom AI prototype and porting it into a production-grade FloraOS or Kervalt architecture.