Vibe-coding vs Salsita

Parametric 3D models with high-fidelity rendering, AR, and performance optimized across all devices.

AI can generate impressive 3D scenes and renders. But quality control, consistency, and performance across devices is on you.

Built for exactly this. Structured product rules enforcing only valid combinations. Every implementation is tailored to your specific product logic – modular structures, advanced constraints, high variability. Zero invalid configurations reach production.

Works well for simple products. But for interdependent rules or modular assemblies, AI makes decisions that look right but contain subtle errors. You won't know until your factory finds out.

Real-time visual CPQ connected to your catalog, with dynamic pricing, conditional modifiers, and multi-currency. Every price comes from your data, never guessed.

Either hardcoded prices or numbers the model generated. Not connected to your actual price list. If the AI invents a price, you may be held to it.

AI assistant trained on your product, configurator, and company data. Recommends, configures, and executes valid changes in real time. Every recommendation is something you can actually build and ship.

You can add a chatbot, but it won't know your product rules. It can recommend options that don't exist or prices that aren't real.

We use AI across our own process. We test every new model against real configurator workflows. We know where it helps, where it breaks, and how to use it so you don't have to figure it out yourself.

You're on your own figuring out what AI can do, where it breaks, and what to trust. Every experiment costs time and tokens.

Connects directly to Shopify, WooCommerce, BigCommerce and other platforms. Configuration flows straight into your store.

Possible to build, and AI can get you a working first version. But you own every update, every bug, and every breaking change.

Fully custom integrations with any ERP, CRM, and PIM system. Configuration data flows into your existing workflows.

You can connect to your systems, but building, maintaining, and debugging those integrations is on your team.

BOM, CAD (STEP, DXF), PDF spec sheets, CNC-ready files generated from the validated configuration. What your factory gets is what was configured.

AI can generate BOMs and CAD files. But if the configuration isn't validated, neither are the outputs. Your factory won't know until they try to build it.

Hosting, maintenance, and SLA included. Dedicated team for ongoing support.

You host it, you monitor it, you fix it. Every hour it's down is an hour your buyers can't order.

Your data is isolated and protected. Every action is logged. We handle security so your team doesn't have to.

Vibe-coded apps are built fast, not built securely. Missing access rules, exposed data, and unreviewed code are risks most teams won't catch until it's too late.

Tested across devices and scenarios before every release.

You test it. On every device, every browser, after every change. Or you don't, and your buyers find the bugs.

You benefit from our tech advancements with platform updates and new features over time.

You maintain and improve the code yourself. Every change is your responsibility, forever.

One-time setup fee based on your product complexity. You know what you're paying upfront.

No license fee, but token costs and your team's time to build, test, and debug add up quickly.

Monthly licensing and SLA fee. No hidden costs, no transaction fees, no long-term lock-in.

Unpredictable. Tokens, engineering time, security fixes, and the cost of errors reaching your buyers or your factory.

Most first releases go live in about eight weeks – usually 1–3 months, depending on complexity. Scoping, rules, pricing, and integrations included.

A prototype in an afternoon. Getting it production-ready, with validated rules, integrations, and testing, can take months, with no clear finish line.