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◆ SIMNETIQ / 02 / C-03AI · PIPELINES · AGENTSCAPABILITY BRIEF

C-03

AI & AutomationProduction AI, wired to real pipelines.

Any model — Anthropic, OpenAI, open-weight, or fine-tuned. Any pipeline — n8n, Make.com, custom Node or Python on a dedicated VPS. Any data source — Postgres, S3, Notion, Stripe, Telegram, your own SaaS. We connect them into automations that survive production: scheduled, observable, retry-safe.

C-03 · AI & Automation system map

Engagement

ModelsAnthropic · OpenAI · Open-weight
Pipelinesn8n · Make · Custom on VPS
Typical engagement2–10 weeks
Currently accepting

◇ Scope

Services

Most AI work stops at a chatbot demo. We build the operational layer around it — the triggers, the data pipes, the retries, the observability — so the model becomes a system, not a feature flag.

S-01

AI Feature Engineering

Prompt architecture, caching, streaming, structured outputs, tool-use. Built against evaluations, not opinions.

S-02

Retrieval & RAG

Embedding stores (pgvector, Pinecone, Weaviate), hybrid search, re-ranking, chunking strategies tuned per corpus.

S-03

Agentic Workflows

Multi-step agents with verifiable side effects. Tool catalogs, guardrails, cost ceilings, replay-safe execution.

S-04

n8n & Make Pipelines

Self-hosted n8n on your VPS or ours. Webhooks, schedules, retries, dead-letter queues, full audit trail.

S-05

Custom Pipelines on VPS

When n8n isn't enough — TypeScript or Python services on a dedicated VPS, queued via BullMQ or Redis Streams.

S-06

Data & Vendor Integrations

Postgres, Supabase, Stripe, HubSpot, Telegram, Slack, Notion, S3, Sheets, custom REST or GraphQL — wired in cleanly.

◇ Instrumentation

Technology stack

The full surface we deploy across this capability. Chosen per project — not every tool fits every brief.

T-016 items

AI Providers

Anthropic ClaudeOpenAIGoogle GeminiMistralTogether AIReplicate
T-026 items

Open-Weight & Local

Llama 3QwenDeepSeekOllamavLLMLM Studio
T-036 items

Vector & Retrieval

pgvectorPineconeWeaviateQdrantChromaVoyage AI
T-046 items

Pipelines

n8nMake.comTemporalBullMQTrigger.devInngest
T-056 items

Runtimes

Node.jsPythonBunDenoDockerCaddy / nginx
T-066 items

Infra

Hetzner VPSRailwayFly.ioSupabaseCloudflare WorkersVercel

◇ Engagement

Pricing

Starting ranges in GBP. Final quotes depend on scope, timeline, and support level. Every engagement is a signed SOW with fixed milestones.

TIER · 01

Pilot

FROM £1.5K

One AI feature, end-to-end, in two weeks.

  • Single workflow scoped against a real use case
  • Anthropic or OpenAI integration with caching
  • Basic eval harness
  • Deployed to your stack or ours
Request brief →
TIER · 02◆ Recommended

Production

FROM £4K

AI feature plus the pipeline that feeds it.

  • LLM feature + retrieval / RAG layer
  • n8n or custom pipeline on a dedicated VPS
  • Vendor integrations (Stripe, Postgres, Telegram, etc.)
  • Observability, retries, cost ceilings
  • Eval harness + first month of monitoring
Request brief →
TIER · 03

Platform

CUSTOM

Full AI + automation platform built on your data.

  • Multi-feature AI surface
  • Self-hosted models or hybrid
  • Custom agentic workflows with guardrails
  • Full pipeline + data integration suite
  • Ongoing operational ownership
Request brief →

◇ Contact Us

Open a channel.

Briefs are reviewed within one working day. Tell us the objective, timeline, and constraints — we'll come back with a scope, price, and a plan.