Service Spec / 01

Workflow & AI
Automation.

We build low-latency systems that connect database backends, CRM APIs, and neural network engines. No generic bots, only production-grade pipelines.

Operations Architecture

Structured Pipeline Execution

We replace manually triggered spreadsheets and brittle API scripts with containerized webhook nodes and reliable transition routing logic.

Trigger

Inbound Webhook

Listens for raw CRM lead payloads or payment events.

Transform

JSON Normalizer

Validates fields, cleans phone records, structures data.

Enrichment

LLM Classification

Scores leads by intent using low-latency model prompts.

Router

Conditional Filter

Splits high-tier accounts into dedicated pipelines.

Destination

Database & Slack

Logs database entry and triggers alerts for ops.

Implementation Blueprint

Programmatic Integrations

All data transformations are structured with strict TypeScript typings, validating payloads at the edge before triggering expensive API layers.

// Example: TypeScript Express Hook for Lead Processing
import { Request, Response } from 'express';
import { LLMClient } from './lib/llm-client';

export async function handleIncomingLead(req: Request, res: Response) {
  const { email, message, company } = req.body;
  if (!email || !message) {
    return res.status(400).json({ error: 'Missing required payload' });
  }

  // 1. Structural normalization
  const normalizedEmail = email.toLowerCase().trim();

  // 2. Low-latency classification node
  const category = await LLMClient.classifyIntent(message);

  // 3. Database operation
  const leadId = await db.insertLead({
    email: normalizedEmail,
    company: company || 'Self-Employed',
    intent: category
  });

  return res.status(200).json({ success: true, leadId, category });
}

Supported Environments

Core Connectors

Zapier & Make

Automated logic routing, multi-tier schedules, and error logs for business ops.

DB Syncing

Bidirectional replication between PostgreSQL, HubSpot, and transactional systems.

REST & Webhooks

Direct edge API connections with cryptographic signature checking and security filters.

LLM Integrations

Low-latency classification pipelines using OpenAi and Claude API schemas.

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