Quick2AIQuick2Labs.ai
AI Innovation Lab · Now booking engagements

We build AI that ships.

Quick2Labs.ai is the AI innovation lab behind the Quick2AI platform and Quick2Sell. We design, train, and deploy AI-native software, custom models, and agentic workflow automation for complex B2B operations.

21+
AI agents in production
5
Domain orchestrators
90d
Quick2Sell pilot shipped
THALOS
Cognitive routing live
What we do

Three offerings, one outcome: AI that runs in production.

Most "AI initiatives" stall in proof-of-concept. We engineer for the boring middle — the integration, the evals, the on-call runbook — so your investment shows up in revenue, not slide decks.

01

AI & Workflow Automation

Consulting · Implementation

From scoping to shipped. We audit your highest-leverage workflows, design agentic systems around them, and stand up production pipelines that actually run unattended.

  • AI strategy & ROI modeling
  • Agentic workflow design (RAG + tools)
  • MCP & integration architecture
  • Production deployment + observability
02

Custom AI Models

Training · Fine-tuning · Evaluation

We build models that fit your domain. Classifiers, routers, embeddings, fine-tuned LLMs — engineered with rigorous evals so you know exactly what you're shipping and why.

  • Dataset curation & labeling pipelines
  • Classifier & router models (production-grade)
  • LLM fine-tuning + LoRA / distillation
  • Eval harnesses with drift monitoring
03

Custom AI-Native Software

Product · Engineering

When off-the-shelf tools stop where your problem begins. We design and build AI-native applications end-to-end — agents, interfaces, orchestration, the whole stack.

  • Product discovery & UX for AI workflows
  • Multi-agent orchestration platforms
  • Embedded copilots & decision systems
  • Hand-off ready: docs, CI, runbooks
The platform

Meet Quick2AI — our flagship orchestration platform.

Five domain orchestrators. Twenty-one specialized agents. One coordination layer. The same architecture we ship for clients is the engine behind every Quick2 product.

Live in production
ADAM

Autonomous Digital Agent Manager

Chief of Staff · Master Orchestrator

Coordinates all domain orchestrators and 21+ agents across the platform.

SAM

Sales Automation Model

Quick2Sell Orchestrator

12-agent architecture purpose-built for complex technical B2B sales.

DOM

Digital Operations Model

Quick2Drive Orchestrator

Estimating, project management, resource planning, and workflow automation.

ACE

Autonomous Customer Experience

Quick2Service Orchestrator

Customer lifecycle: onboarding, support, success, and retention.

ATLAS

Agent-builder, Tool-kits, Library & Assembly System

Quick2Build Orchestrator

Marketplace and assembly system for pre-built AI agents, tools, and templates.

Want this in your stack?

Quick2AI can be deployed standalone or embedded as the orchestration layer inside your existing systems. We tailor the agent set to your workflows.

Talk to the lab
Proof

We ship. Here's what's in production today.

Flagship productCASE STUDY · 01

Quick2Sell.ai

SAM — Sales Automation Model

A digital twin of an elite seller, built for complex technical B2B. 12-agent architecture covering prospecting, discovery, technical fit, proposal generation, and pipeline orchestration. Eats its own dog food — we use it to run our sales.

12
Specialist agents
24/7
Always-on outreach
B2B
Enterprise focus
Visit Quick2Sell.ai
quick2sell.ai
SAMDynamic
Search accounts, contacts…
LW
Hi! I'm SAM.

Here to make selling fast, focused, & frictionless.

Productivity Multiplier1.25x
Morning Briefing
New opportunity
Work an existing deal
Daily wrap up
Meeting Prep
Product questions
Process questions
Weekly Pipeline Plan
Weekly Review
Coaching
Productivity Tools
Ask SAM anything…
Enterprise pilotCASE STUDY · 02

Datacenter Pilot — Shipped

Enterprise deployment · April 2026

90-day enterprise pilot of Quick2Sell — powered by SAM and THALOS — for a datacenter design/build enterprise client, integrated with their pipeline systems. Shipped on schedule with hand-off documentation, eval harness, and on-call runbook.

Custom modelCASE STUDY · 03

THALOS

Cognitive routing engine

THALOS is Quick2AI's cognitive routing engine. Just as the thalamus routes information throughout the human brain, THALOS intelligently classifies, prioritizes, and routes work to the optimal AI model, agent, workflow, or human resource — reducing cognitive load and accelerating execution.

Under the hood: a custom-built small language model running on NVIDIA Grace Blackwell, evaluating every prompt against 440 public models and dispatching it to the best-fit option — optimized for accuracy, speed, cost, and outcome. Available via API or self-hosted on your infrastructure. Part of the lab's secret sauce.

88%
Lower cost per user
99.6%
Classification accuracy
440
Models in scope
Agentic systemCASE STUDY · 04

Agentic Operations System — Shipped

Fortune 100 industrial technology enterprise

Custom AI-native application with multi-agent orchestration, embedded into the client's operational workflow. Replaced manual cross-functional coordination with always-on agentic decision-making — shipped with full eval harness, observability, and team training.

How we work

A lab cadence, not a consulting cadence.

We're builders. Most engagements move from first call to production in weeks, not quarters. Here's the path:

01

Discover

Week 0

30-min consult. We map your workflows, surface the highest-ROI AI insertion points, and tell you what's realistic — even when the answer is 'don't build this yet.'

02

Design

Week 1

Architecture, data flow, agent topology, and a measurable success metric. You leave with a build plan and a fixed-fee quote, not a retainer trap.

03

Build

Weeks 2–N

Engineering against the plan in weekly demo cadences. Every artifact ships with evals, logs, and docs. No black boxes you can't operate after we leave.

04

Hand off

Final week

Production deploy, on-call runbook, eval harness, and team training. You own it end-to-end. We stay engaged on retainer only if you actually need us.

Who we are

An AI lab that ships products — not pitch decks.

Quick2Labs.ai exists because most "AI consulting" looks like a deck and a Slack channel. We're operators first: we run our own AI products in production, and we build the same way for clients.

That means every engagement ships with the boring infrastructure that determines whether AI actually works — evals, observability, hand-off docs, and a runbook your team can operate without us in the room.

We're picky about who we work with. We take on engagements where the path to measurable production value is real, and we say no when it isn't.

How we're different

  • Builders, not advisors.
    Every project ends with code in production. Strategy decks come free.
  • Fixed-fee, scoped engagements.
    We quote outcomes, not hours. No retainer creep.
  • Eval-first engineering.
    Every model and agent ships with a measurable accuracy/latency contract.
  • We dogfood everything.
    Quick2Sell runs our sales. Quick2AI runs our ops. If it can't survive our workflow, we won't ship it to yours.
Questions worth asking

Frequently grilled.

Most engagements move from first consult to production in 4–8 weeks. Our most recent datacenter design/build enterprise pilot — Quick2Sell with SAM and THALOS — shipped end-to-end in 90 days. If your problem is bigger, we phase it; smaller, we move faster. Every phase ends with something in production, not a roadmap.

Rarely. Strategy without engineering accountability is how AI initiatives die in PowerPoint. We'll do a paid 1–2 week discovery sprint that ends in an architecture and build plan you can take to any team — but our value compounds when we also build it.

We're stack-agnostic. In production we run Python/FastAPI for model serving, TypeScript/Next.js for product, and orchestrate via MCP. We've shipped on AWS, GCP, Azure, and on-prem. We pick the stack that fits your ops team — not ours.

Yes — that's the contract. Every engagement ships with eval harnesses, observability dashboards, hand-off docs, on-call runbooks, and team training sessions. If we're indispensable after delivery, we failed.

Yes. We sign NDAs, MSAs, BAAs, and DPAs. We've built systems that never touch external APIs and run entirely inside customer VPCs. We treat your data like ours — which is to say, paranoid.

Fixed-fee, scoped per project. Discovery sprints are typically $15–30K. Build engagements scale with the system's complexity and start around $60K. We tell you the number after the consult, not before — because the right answer depends on what we find.

Accepting new engagements

Have an AI problem that actually matters?

Book a 30-minute consult. We'll tell you what's possible, what isn't, and exactly what it would take to ship.

Replies within one business day. We respond personally — no SDR templates.