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AI application development firm

We build AI applications that run the work.

CCCM Consulting is an AI application development firm. We design, build, and operate intelligent products — conversational AI, autonomous agents, and AI-run business operations — for companies that want software that does the work, not just shows it.

See our work
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Core capabilities
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Quality gates per launch
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Tools in the stack
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AI-native delivery

Production-grade tooling we ship with

Next.js 16 React 19 OpenAI Vercel AI SDK Prisma · Postgres Stripe PostHog Sentry BullMQ Playwright Tailwind v4 Vercel

What we do

AI that does the work — not just talks about it

We're an AI application development firm. We embed AI into the core of every product we build, so it reasons, decides, and operates. Three ways we put it to work for our clients.

Conversational AI & copilots

Assistants, copilots, and intake bots that actually understand your business — grounded in your data, so they answer instead of hallucinate. The chat on this page is one of ours.

  • Customer & employee assistants
  • Retrieval-grounded answers (no hallucination)
  • Copilots embedded inside your app

Autonomous agents & workflows

AI agents that run multi-step work end to end — reading documents, making decisions, and taking action — with humans approving the edges that matter.

  • Multi-step agentic workflows
  • Document & data processing
  • Always-on, self-monitoring operations

AI-run business operations

We put AI to work across the business — marketing, commerce, support, and back-office functions — shipped as production-grade, multi-tenant applications.

  • Marketing, commerce & support automation
  • Auth, billing & compliance built in
  • Built to operate at scale

AI-first automation

Automation isn't a feature. It's the architecture.

We design products where the AI does the work — extracting documents, mapping data, drafting content, and watching production — while humans approve and steer. The result is software that runs lean and improves itself.

Document intelligence

PDF / DOCX / XLSX parsing and generation — turning unstructured partner files into structured, validated data.

Agentic workflows

LLM-assisted mapping, drafting, and decisioning with evals — built on the Vercel AI SDK and OpenAI, gated by automated quality checks.

Always-on operations

Scheduled jobs, queue workers, alerting, and self-auditing agents — your operations keep running, and watching themselves, 24/7.

Live automation pipeline running
01 Ingest request or data chat · webhook · upload
02 AI reason & decide LLM · tools · evals
03 Validate & act guardrails · queue
04 Deliver the outcome API · doc · message

Client work

AI products we've shipped for clients

A cross-section of AI applications we've designed, built, and operate for our clients. SignalEDI is one of many.

SignalEDI is a client product CCCM builds and operates. The other examples are representative of our client work across conversational AI, commerce & automation.

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SignalEDI

Client case study · AI-native EDI & onboarding platform

Deep dive

EDI that onboards itself.

A CCCM client. We designed, built, and operate SignalEDI — an AI-native platform that replaces months of manual trading-partner setup with an AI-guided onboarding funnel. It ingests partner documents, maps them to X12 transaction sets, validates them automatically, and exchanges them over SFTP — on a multi-tenant, compliance-first platform with billing built in. One example of how we build for clients.

810·856·997
X12 transaction sets
5-phase
Guided onboarding funnel
RLS + GDPR
Compliance automation
Multi-tenant auth + 2FA Stripe billing EDI worker + DLQ alerts Daily compliance officer Admin command center

Under the hood

  • AI mapping drafts with live smoke checks & LLM evals
  • Postgres + Prisma with row-level-security coverage audits
  • 30+ release gates guarding every deploy to production
  • Full observability — Sentry, OpenTelemetry, PostHog, pino
  • PITR restore drills & disaster-recovery runbooks
Explore the full stack

Our stack

The stack behind everything we build

A documented, opinionated stack — the same one we bring to every client engagement. Production-tested, type-safe, and observable end to end.

How we work

From idea to operated product

01

Map

We pin down the workflow, the data, and where AI removes the manual work. Architecture before pixels.

02

Build

AI-native delivery on Next.js + TypeScript, with automation and quality gates wired in from the first commit.

03

Harden

Compliance, RLS, observability, and disaster-recovery drills — so it's safe to operate, not just to demo.

04

Operate

We keep it running — automated officers, alerting, and continuous evals that improve the system over time.

Pricing

Real projects, real numbers

We price from scope, not guesswork. Here's how we engage — and what comparable AI builds actually cost, down to the tools that power them. Want your exact figure? Scout scopes it in minutes.

AI Pilot

from$8k

2–4 weeks

Add one AI capability to what you already run.

  • One AI feature — chat, extraction, or agent
  • Grounded on your data
  • Evals + guardrails
  • Embeddable in your app
Most popular

AI MVP

from$35k

6–10 weeks

A launch-ready, AI-native app or storefront.

  • Core product + AI features
  • Auth, billing & dashboard
  • Production deploy + analytics
  • 2 weeks post-launch support

AI Platform

from$95k

12+ weeks

A multi-tenant platform built to operate at scale.

  • Multi-tenant auth, RBAC + 2FA
  • Agents, workers & queues
  • Compliance + full observability
  • 30+ release gates

AI Operations

from$1.5k/mo

ongoing retainer

We keep it running — and improving.

  • Monitoring + alerting
  • Iteration + PRD support
  • Model & prompt tuning
  • Response-time SLAs

Example builds & cost

Grounded in real work — what we delivered, the tools we leveraged, and an example cost range for a comparable build.

Illustrative ranges based on delivered scope and blended industry rates of $85–$160/hr. Every engagement is scoped individually — your number comes from the intake, not this table.

No sales calls — just a smart intake

Scope your project in minutes

Chat with Scout, our AI scoping assistant. Answer a few adaptive questions about your idea and we'll draft a rough level of effort, a functional spec, a build & support cost range, and the tooling we'd use — sent straight to your inbox.

See our work