AI Systems & Operational Middleware

Make your stack work as one system.

Custom AI middleware, automated CRM workflows, and multi-system integrations — built so your tools stop fighting each other.

Live Topology · Bi-Directional CRM & Outbound Middleware
Hub & Spoke MeshFault-Tolerant
Outbound Record PushInbound Webhook / SyncMiddleware Webhook (/api/webhooks/*)Context ReconciliationHubSpot → SmartLead (Leads)SmartLead → HubSpot (Webhook)DNC Safety & MembershipsVerified (auth_tenant_key)HubSpot → AirCall (Directory)AirCall → HubSpot (Calls)E.164 & Post-Call ContextEnrolls Contact with KeyCreates & Links 4-Way ProspectApollo.ioSales Intel PushSmartLeadEmail OutreachMiddleware ()SmartLead Safety LatchHubSpotSystem of RecordPRIMARY ENGINEMiddleware ()AirCall E.164 & ContextAirCallVoice TelephonyMiddleware ()Post Apollo Update
Safety Latch: SmartLead DNC VerifiedReconciliation: E.164 Clean StatePayload Routing: Multi-System Auto-Sync
Reference Architecture · Multi-System Operational Middleware
Static SchematicZero-Data-Leakage
01 · SourcesRaw Feeds

Data Ingestion Layer

CRM & Pipeline

HubSpot / Salesforce / Pipedrive

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Inbound Events

Webhooks, Stripe, Email, Forms

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Unstructured Inputs

Spreadsheets, PDFs, Voice memos

Auto-Polling & Webhooks
Custom Middleware Core
02 · ABL Orchestration EngineType-Safe Middleware
Multi-Model Intelligence RouterContext Routed
Claude 3.5 Sonnet

Complex extraction, deep reasoning, nuanced synthesis

Gemini / GPT

High-volume triage, fast classification, enrichment

Validation & Schema FirewallZero Bad Data

Deterministic schema verification (Zod), deduplication, hallucination traps, and manual review triggers.

State Bus & Queue ManagementIdempotent Retries

Automated retries with exponential backoff, rate-limit shielding, and complete immutable audit logging.

Latency: <450ms End-to-EndPayload Safety: Verified
03 · TargetsSynchronized

Production Execution Layer

Clean Records

Normalized CRM deals, contacts & notes

Team Ops & Alerts

Slack alerts, Linear tickets, email queues

Data Store & Sync

Postgres, Supabase, analytics pipelines

Live Sync & Reversible Writes
Multi-Model Router: Claude & Gemini Context-MappedPayload Verification: Zod Schema FirewallQueue Safety: Idempotent Retries

Scope

What Gets Built

Production-grade operational plumbing connecting your data, your models, and your revenue engines.

01

Multi-Model AI Orchestration

Claude and Gemini routed to the job each is actually good at, not one model bolted onto everything.

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02

Automated CRM & Data Sync

Records that update themselves across your tools, with the safety rules that stop bad data spreading.

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03

Legacy System Integration

The old system that works but doesn't talk to anything, wired cleanly into the rest of your modern stack.

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The Off-the-Record Take:

We stop your CRM, email, and spreadsheets fighting each other so you can stop copy-pasting data like it's 2004.

Production Systems

Featured Proof

Verifiable operational middleware, autonomous pipeline architectures, and shipped AI products.

B2B

SignalCheck

The AI reality check before founders burn £50k building products nobody buys.

Tools

Next.jsClaudeSupabaseStripeTailwind CSS
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B2B2C
iOSAndroid

Miguelito

Multi-agent autonomous OS running specialist subagents for calendar, tasks, and cadence.

Tools

FlutterNode.jsExpressDeepSeekApple Health
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B2B
API / Middleware

Outbound Runs Itself

AI middleware that scrapes target leads, scores buyer intent, and writes tailored hooks on autopilot.

Tools

ClaudeChatGPTClayn8nHubSpotPython
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