Replace clicks and menus with an AI-native chat interface
Instead of forcing users through complex navigation, filters, and forms, give them a conversational interface that understands intent and executes actions directly against your systems.
From click journeys to intent journeys
Users say what they want in natural language. The AI interface figures out the optimal path and executes it.
Reduce UX complexity
Replace multi-step flows, filters, and dashboards with a single conversational entry point.
Faster time-to-result
Shorten “I have a task” to “it's done” from dozens of clicks to a single AI-powered interaction.
Traditional web UX wasn't built for complex user intent
Menus, filters, and forms work, but they force users to think like your information architecture. An AI-native chat interface lets users think in their own words and still get the right result.
Traditional Experience
Users have to navigate your UI
- • Click through nested navigation to find the right page
- • Manually apply filters and adjust dropdowns
- • Fill out multi-step forms with redundant fields
- • Learn your product's internal terminology
- • Repeat steps across desktop and mobile
AI-Native Interaction Layer
Users just say what they need
- • “Show me invoices over €5,000 approved this month.”
- • “Find winter boots under €80 in size 42 near Budapest.”
- • “Create a new user with the same permissions as Anna.”
- • “Summarize this report and highlight risks.”
The AI interface translates intent → selects the right tools → calls your APIs via MCP → returns a clear result or performs the requested action.
Where AI-native chat outperforms traditional UI
We add an AI interaction layer in front of your existing product, support flows, or internal tools—no redesign required.
Public websites
Turn your entire site into an AI-searchable interface. Users type intent, not keywords, and the AI finds the right content or takes the right action.
- • Replace site search with conversational search
- • Help users find relevant docs, pricing, or plans
- • Answer questions about products and policies
Web apps & dashboards
For internal portals or complex SaaS, add a command center where users describe what they want and the AI executes it through your existing backend.
- • Query reports without building filters
- • Create and update records conversationally
- • Onboard new users with less training
Internal tools & operations
Give internal teams a single conversational interface for support, HR, ops, and data—powered by MCP tools into your internal systems.
- • Trigger workflows without navigating 5 tabs
- • Ask “why did this job fail?” and get context
- • Replace one-off dashboards with on-demand answers
What “AI-native” feels like for your users
A single conversational entry point that replaces dozens of micro-decisions in your UI.
Traditional web flow
Example: “Find invoices over €5,000 from last month and export them.”
- Open app and log in
- Find “Invoices” in navigation
- Switch to “Advanced Filters”
- Set amount > 5,000
- Set date range to last month
- Click “Apply” and wait for results
- Click “Export” → choose format → confirm
7+ steps, and users must know where each feature lives.
AI-native interaction
Using tool: invoice_query + invoice_export
I found 12 invoices over €5,000 from last month. I've generated a CSV export for you.
1 natural language request → MCP tools run in the background → user gets the result, no navigation required.
How we add an AI interaction layer to your website
We don't rebuild your product. We add an AI interface on top of your existing APIs and data, using Model Context Protocol (MCP) as the bridge.
Map user intents to actions
We analyze your key user journeys (support, sales, internal ops) and map them to AI-friendly intents and tool calls.
Design MCP tools
We define MCP tools that group your existing REST/GraphQL endpoints into coherent, AI-usable capabilities.
Implement the chat layer
We add a conversational UI to your website or app—a widget, modal, or dedicated “AI Copilot” panel.
Tune, monitor, improve
We watch real interactions, refine prompts, adjust tools, and align the interface to your KPIs.
Who benefits most from AI interaction
AI-native interfaces shine when your product or site is powerful, but navigation is getting in the way of outcomes.
B2B SaaS with deep functionality
Ecommerce with large or complex catalogs
Internal portals and admin tools
Data-heavy analytics or reporting products
Ops teams who live in multiple dashboards
Companies investing in AI-native UX
What we optimize for
We measure the value of AI interaction not by “messages sent”, but by how much friction we remove.
Task completion speed
Time from first interaction to completed task compared to your current UI.
Reduced clicks and steps
Average number of screens and interactions needed to get something done.
User satisfaction and adoption
Do users choose the AI interface over traditional workflows when given the option?
Premium AI interaction layer, not a generic widget
Every AI interface we build is grounded in your existing product, data, and workflows. We don't sell one-size-fits-all chat plugins.
Premium B2B service
AI interaction layer for your website
Pricing on request
We scope projects around value, complexity, and long-term usage—not chat volume.
Included in typical engagements
- • Journey and intent mapping workshop
- • MCP tool design aligned with your APIs
- • AI interface UX and copy design
- • Implementation, testing, and tuning
Optional add-ons
- • Multi-environment and multi-region support
- • Advanced analytics and experiment setup
- • Ongoing optimization & AI ops retainer
- • Security & compliance review support
If you're exploring AI as a core interaction model for your product or site—and not just a “nice to have” chat bubble—we're likely a strong fit.
Request a scoping callReady to make your website AI-native?
Tell us about your product, your users, and the flows that feel slow today. We'll design an AI interaction layer that lets users talk to your website instead of fighting it.