AI that meets your buyer where they are. And walks them to the answer.
Production AI software built end-to-end — strategy, design, build, deploy, operate. We design conversational agents, configurators, scoring engines, and full SaaS products that compress hours of human work into seconds. Most builds ship in 2–6 weeks, on Vercel, with the right model (Claude, GPT, or both) wired into the tools that actually run your business.
The work we do, over and over. For teams losing buyers at the front door.
Chat and voice agents that handle real buyer conversations — not scripted decision trees. Built on Claude or GPT with the right tool-use, retrieval, and structured outputs for your domain.
Buyer-facing tools that ask the right questions and return the right product, configuration, or bundle. Branded PDF quote handoff to sales for the close.
AI scoring across opportunities, leads, products, suppliers — whatever your domain demands. Multi-signal, explainable, and tuned against your actual win/loss data.
Proposals, RFQs, contracts, compliance matrices. Generated from your data and your templates — not generic LLM prose.
Retrieval-augmented generation over the documents, conversations, and structured data that already lives in your business. Vector indexing on Supabase + pgvector.
End-to-end SaaS builds — auth, billing, CRM sync, drip emails, multi-tenancy, admin dashboards. Shipped in 2–6 weeks on Vercel.
You have three options. Most teams pick wrong.
The first instinct is to build in-house — your CTO says it’s tractable, you hire one engineer, six months later you have a prototype and a year of opportunity cost. The second is to buy a generic SaaS that converts at 1.5% because it doesn’t know your catalog. Both have their place. Here’s the honest tradeoff.
You own the code. Tight fit to your business.
4-6 months to first prototype. One ML engineer costs $200K+/yr. You own the model upgrades, the API drift, the security patches, the integrations — forever.
Live in days. Vendor handles maintenance.
Generic. Doesn't know your catalog, your reps, your distributors. Buyers know they're talking to a chatbot. Conversion ceiling is low.
2–6 weeks to a working system tuned to your business. We own the upgrades, the integrations, the maintenance. Your team uses something that feels custom because it is.
You don't own the code outright (we license per engagement). Worth it if you're not in the AI-platform business yourself.
A SaaS product and a tailored build for the most expensive front-door leaks.
Liquid Quote is our productized SaaS for sheet metal and machine shops — same app every customer gets, tuned to their library at onboarding. The AI Sales Agent is a tailored build we deploy and configure per-client to your catalog, configurator logic, and distributor map.
Liquid Quote
AI RFQ intake for sheet metal & machine shops.
Reads every incoming RFQ — emails, drawings, PDFs — extracts dimensions, materials, tolerances, finishing, and quantity. Matches against the shop's prior-quote library and surfaces the closest three historical matches. BOM extraction + classification (FABRICATE / SOURCED / HARDWARE), live vendor lookup against McMaster, Grainger, MSC, and Digi-Key, and Job Boss–ready CSV export are all in the box.
- ●Inbound PDF + drawing + email extraction
- ●Prior-quote library matching
- ●BOM classification + vendor lookup
- ●Job Boss CSV export
- ●Won-quote learning loop
AI Sales Agent
Configurator + buying guide for complex manufacturers.
A conversational agent that walks the buyer through your catalog, runs the configurator, and hands them off to the right rep with a complete spec. For B2B manufacturers with thousands of SKUs and a buyer journey that today takes a sales engineer to navigate. The agent handles the buyer where the rep can’t scale: midnight inquiries, complex spec questions, distributor routing, branded PDF quote handoff. Dual-mode option for internal field reps too — same engine, different audience.
- ●Conversational buyer agent (chat + voice)
- ●Multi-step configurator workflows
- ●Buying-process guidance through deep catalogs
- ●Distributor routing + handoff
- ●Branded PDF quote generation
- ●CRM lead sync from agent conversations
Custom builds for industrial verticals.
AI chatbot for an electrical jobsite tool manufacturer. Customer describes the jobsite; AI returns the right cable puller plus rope, sheaves, reel stand — bundled into a branded PDF quote for distributor handoff.
Configures custom serving lines for cafeterias and hospitals. Returns specific model numbers, layout suggestions, and a sales-rep handoff with branded PDF.
Pre-qualifies CNC machining jobs before the buyer ever uploads CAD. Voice or text input, live spec capture, instant ballpark price, and routing to instant-quote or talk-to-sales.
Dual-mode chatbot for a specialty chemicals company. Single AI engine, two audiences: website visitors get a friendly Solutions Guide; internal RMC field reps get a senior-engineer copilot.
Want every AI conversation to land in your pipeline?
Wire the AI agents into your Zoho CRM and you get lead capture, automated follow-up, and customer-level history alongside every buyer conversation.
Bring us the buyer journey that bleeds the most.
We’ll scope an AI build on the first call and tell you whether it’s a custom engagement, a Liquid Quote install, or a tailored Sales Agent deployment. The conversation is free.