Do you do pentests or red-team work?

No. We provide defensive-only advisory.

Can you implement solutions?

We provide design, controls and QA; implementation is performed by client teams or certified partners under our guidance.

How do you measure success?

With agreed KPIs such as MTTR, change failure rate, deployment frequency, unit cloud cost and critical vulnerability closure time.

Nemeris IT — Consulting

Overview

AI & Automation at Nemeris IT — defensive-only, vendor-neutral — Nemeris IT — defensive-only & vendor-neutral AI & Automation advisory.

We deliver secure, auditable AI & automation: LLM/RAG apps, n8n/UiPath workflows, NLP/CV solutions, and MLOps. Our approach is defensive-only, vendor-neutral, and GDPR-first.

LLM/RAG: enterprise retrieval, guardrails, human-in-the-loop approvals.
Workflow automation: n8n/UiPath integrations, triage/approvals, day-2 ops.
NLP/CV: classification, sentiment, product attributes, image compliance.
MLOps: versioning, CI/CD, observability, drift/canary alarms.

Policy: Advisory-only; no offensive automation. Implementation by client teams or certified partners under our governance. GDPR/DPA-first operation.

Our Expertise

AI & Automation expertise — LLM/RAG, n8n/UiPath, NLP/CV, MLOps — LLM/RAG applications, workflow automation, NLP/CV, and MLOps.

🤖 LLM/RAG Applications — document/email/ticket/product-catalog retrieval; guardrailed generation; Search+Chat+Agent with HITL.
🔗 Workflow Automation (n8n/UiPath) — API integrations (ERP/CRM/M365/Slack/Shopify), triage/approvals, incident & report flows.
🗂️ NLP & Computer Vision — classification/labeling, sentiment, attribute extraction; image/logo/label compliance.
🧪 MLOps & Safe Deployment — MLflow/DVC, CI/CD, feature stores, A/B & canary, telemetry & drift detection.
🛡️ Security & Compliance — data minimization, least privilege (IAM/Entra ID), Key Vault/KMS, encryption, content safety filters.

What We Do

Design: Solution architecture, data flows, guardrails, HITL approvals.
Pilots: Low-risk RAG and automation pilots with rollback plans.
Operationalize: MLOps stack, observability dashboards, SLOs & alerts.
Optimize: Time/cost-savings program, policy & quality tuning.

Sample KPIs

MTTR (support): −25% in 3 months
Time-to-publish (content): −40%
Human rework rate: ≤ 10%
Cost per processed document: −30%
PII leakage incidents: 0

Packages

Starter (4 weeks): RAG pilot + 1–2 n8n/UiPath flows; baseline guardrails; SLO/KPI set.
Growth (6–8 weeks): Multi-system integrations, MLOps/observability, content QA rules; production-ready flows.
Enterprise (8–12+ weeks): Governance, model risk, IP/brand compliance; A/B experiments; compliance artifacts.

Method

Discover & Assess: Goals, data classes, PII/copyright risks.
Pilot & Build: RAG + automation on a low-risk slice; guardrails.
Deploy: HITL approvals, SLOs/alerts, rollback runbooks.
Optimize: Savings report and continuous tuning.
Handover: Runbooks, training, maintenance rhythm.

Deliverables

Solution Design: architecture, data flows, security controls.
RAG Indexing Pipeline: ETL, chunking, embeddings, retrieval strategy.
Automation Flows: n8n/UiPath with approvals and retry/error policies.
Model Card & Prompt Templates: scope, sources, risks, governance.
MLOps Stack: MLflow/DVC, CI/CD pipelines, monitoring dashboards.
Compliance Evidence: PII redaction, secrets management, audit logs.

Engagement Models

Advisory-only. Implementation by client teams or certified partners; we provide design, governance, and QA.
Vendor-neutral. No resale, no commissions, conflict-free.
Defensive-only. No offensive automation or scraping/exfiltration tooling.

Compliance & Client Acceptance

GDPR/DPA-first: Roles defined per engagement; data minimization & least privilege; NDA with staff/partners.
Sanctions/KYC: Prospects screened against EU/UK/US sanctions; embargoed parties refused.
Off-limits: No offensive testing/automation, exploit dev, or tool resale.
Terms: Contracted service terms & liability limits under local law.