We engineer autonomous systems that eliminate manual operations and revenue leakage.
Off-the-shelf AI wrappers and brittle no-code templates break the moment your volume scales. Coreten Labs diagnoses high-friction bottlenecks inside growing B2B companies and builds production-grade workflows, custom AI agents, and resilient API pipelines.
Most businesses don't have an AI problem. They have an integration reliability problem.
Connecting a single prompt to a webhook takes ten minutes. Engineering a system that handles rate limits, race conditions, and messy edge cases without silently dropping customer data requires real architecture.
The Fragile "Wrapper" Trap
Silent Scenario Collapse
Low-code workflows crash on HTTP 429 rate limits during traffic spikes, burning credits and dropping orders.
Unchecked LLM Hallucinations
Free-text chatbots invent pricing, misquote policies, and damage brand trust with real buyers.
Disconnected Silos
Teams still spend 15+ hours a week reconciling CSVs across Shopify, ERPs, couriers, and QuickBooks.
The Coreten Production Standard
Buffered Queue Architecture
Token-bucket reverse proxies and Redis/BullMQ queues absorb webhook bursts with zero data loss.
Deterministic Guardrails & HITL
Strict JSON schema validation, confidence thresholds, and 1-click Human-in-the-Loop approvals.
End-to-End State Reconciliation
Automated cross-system ledgers that flag discrepancies and generate dispute sheets automatically.
Three pillars of applied operational engineering.
Event-Driven Workflow & ERP Synchronization
We replace manual spreadsheet glue work with fault-tolerant automation pipelines that keep your CRM, ERP, warehouse management system, and storefronts in continuous lockstep.
Tool-Calling AI Agents & Custom MCP Servers
We build domain-specific agents connected directly to your internal tools via the Model Context Protocol (MCP)—enabling safe data retrieval, triage, and execution with human oversight.
High-Precision API Bridges & Telemetry Pipelines
When off-the-shelf connectors don't exist or hit scale ceilings, we engineer custom middleware, document parsers, and lightweight operational dashboards tailored to your stack.
Inside the systems we architect.
Explore how we solve high-friction operational bottlenecks across e-commerce, SaaS, logistics, and service operations.
Omnichannel ERP & Inventory Sync Engine
Simultaneous sales across Shopify Plus, wholesale portals, and marketplaces trigger asynchronous webhook bursts. Standard connectors lag by 15–30 minutes, causing oversold SKUs and manual inventory adjustments.
A high-throughput ingress on Google Cloud Run buffers peak order traffic into an idempotent Redis queue. Batched ERP delta transactions execute with row-level locks, backed by a cron drift-checker that guarantees cross-platform consistency.
From operational diagnosis to production deployment in 21 days.
Root-Cause Workflow Audit
We don't start by pitching software. We audit your current tools, map where data or revenue is leaking, and deliver a fixed-scope technical architecture blueprint with clear ROI math.
Isolated Sprint Engineering
We build your custom agents, API bridges, and error-handling queues in a staging environment—stress-testing against rate limits and malformed inputs without disrupting your live team.
Production Deployment & Handoff
We deploy to your cloud infrastructure (or manage it for you), configure real-time Slack/WhatsApp health alerts, and hand over complete documentation and team training.
Stop paying skilled people to act like human APIs.
Tell us which manual workflow is slowing your team down. In a 20-minute diagnostic call, we will map the exact bottleneck and tell you candidly how to automate it.