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FORGE

Framework for Orchestrated Reliable Generative Engineering

Replace Your Dev Team
With Agents That Know Auto.

FORGE is Carfluence's battle-tested agentic AI framework — purpose-built for automotive. 90% less cost than a traditional dev team. 100× the output. And as AI models improve and our automotive knowledge grows, it only gets more powerful.

The Problem

Hiring Devs Is Broken
for Dealerships.

You're not a software company. You shouldn't need to operate like one.

$150K–$300K
Annual cost for a single senior dev
Plus benefits, equity, turnover risk.
6–12 mo
Before your first tool ships
Ramp-up, onboarding, architecture debates.
40%
Annual developer turnover rate
They leave. The knowledge goes with them.
0
Devs who truly understand automotive
General devs don't know DMS, inventory feeds, or dealer ops.

The Math

90% Cost Savings.
Real Numbers.

Without FORGE

$200K+
per year, minimum
  • 1–2 developers at $120–$160K each
  • 3–6 months to ship your first tool
  • Constant context-switching & management
  • No automotive domain knowledge
  • Turnover restarts the clock
  • You own the bus-factor risk
WITH FORGE

With FORGE

Fraction
of traditional dev cost
  • Agents live in days, not months
  • Automotive domain baked in — no ramp-up
  • Multi-agent workflows run 24/7
  • No turnover, no management overhead
  • Scales instantly — add new agents as needed
  • You stay focused on selling cars

How It Works

Live in Days.
Not Months.

01

Connect Your Data Hub

FORGE plugs directly into your Carfluence Data Hub. Your 53+ connected data sources become the live context every agent works from — inventory, CRM, DMS, leads, market data.

02

Deploy Automotive Agents

Pick from the FORGE agent library — pre-built and pre-trained on automotive workflows. Deploy in minutes. Customize prompts, thresholds, and triggers to match your store.

03

Chain Into Workflows

Connect agents into full end-to-end pipelines. Lead comes in → scored → routed → CRM updated → follow-up scheduled. All automatic, all logged, all under your control.

04

Access via MCP or API

Every agent exposes an MCP endpoint. Use them from Claude, Cursor, or any AI-native tool. Or call them via REST. FORGE integrates wherever you work.

End-to-End

Plug Into Everything.
Replace Nothing.

FORGE isn't a standalone tool — it's a full end-to-end coding and automation solution that layers on top of your existing stack. It already knows how automotive integrations are built, so connecting to any system takes hours, not months.

Built-In Automotive Knowledge

It Already Knows How Automotive Is Wired.

FORGE was trained on the actual patterns, schemas, and quirks of automotive integrations. DMS APIs, inventory feed formats, CRM data models, OEM data structures — it knows how all of it is connected.

That means when you connect a new source or build a new workflow, FORGE doesn't start from zero. It starts from experience.

DMS APIs & data schemas
Inventory feed normalization
CRM data models
OEM data structures
Dealer group hierarchies
F&I workflow patterns
Auction & market data feeds
Lead routing logic
Universal Connectivity

Plug Into Any Infrastructure. Any SaaS. Any System.

FORGE is infrastructure-agnostic. It doesn't care what systems you already have — it connects to them. Your existing tools become smarter the moment Forge is wired in.

Support Ticketing
  • Zendesk
  • Freshdesk
  • ServiceNow
  • Custom helpdesk
Project Management
  • Jira
  • Linear
  • Asana
  • Monday.com
Data & Analytics
  • Snowflake
  • BigQuery
  • Redshift
  • Any warehouse
Any Infrastructure
  • AWS, GCP, Azure
  • On-premise systems
  • Custom APIs
  • Legacy platforms

It Gets Better. Continuously.

FORGE improves on two axes simultaneously. As foundation AI models (Claude, GPT, Gemini) get more capable, every agent in FORGE inherits that power automatically. And as Carfluence's automotive knowledge base grows — more integrations, more patterns, more solved problems — FORGE becomes more accurate, more efficient, and more useful. You don't have to do anything. It just gets better.

What You Get

Everything a Dev Team Does.
Without the Dev Team.

Automotive-Tuned Agents

Pre-trained on dealership workflows, DMS structures, and automotive data schemas. No prompt engineering required — agents understand your business.

Multi-Agent Orchestration

Chain agents together into full workflows. Lead routing → CRM sync → follow-up → reporting — all automated, all connected.

Data Hub Native

FORGE plugs directly into your Carfluence Data Hub. Your 53+ connected sources become the live context every agent works from.

MCP-Ready

Every agent exposes an MCP interface. Use them with Claude, Cursor, Windsurf, or any AI-native tool in your stack.

Plug Into Any Stack

REST APIs, webhooks, or direct SDK integration. FORGE works with what you already have — no rip-and-replace.

Continuous Automotive Updates

As the industry changes, FORGE updates. New integrations, new agent templates, new patterns — you get them automatically.

What Agents Can Do

Real Work. Real Results.
Running 24/7.

Inventory repricing agent — adjusts prices based on market data daily
Lead scoring & routing — qualifies leads, assigns to the right rep
DMS-to-CRM sync agent — keeps both systems in perfect sync, always
Reporting agent — builds and delivers custom reports on any schedule
Vendor data normalization — cleans and structures incoming data feeds
Service appointment follow-up — automates post-service outreach
Market analysis agent — pulls competitive intel across 53+ sources
Compliance monitoring — flags data anomalies before they become problems

Requires Carfluence Data Hub

FORGE runs on your connected data. The Data Hub is the foundation — connect your sources first, then deploy agents that know your actual numbers.

Learn About Data Hub

Get Started

Stop Hiring.
Start FORGING.

Get access to the FORGE framework. Deploy your first agent in days. Cut your dev costs by 90%.