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Convert Messaging Interface Guides into Production-Ready JSON

Automatically. Reliably. Without Manual Mapping.

If you’ve ever stared at a Messaging Interface Guide and thought
“this should not be hand-coded” — you’re right.

Designers and product teams write guides for humans.
Your systems need clean, structured JSON.

That translation layer is where time disappears, bugs sneak in, and projects quietly slow down.

We remove that layer.

One Step: Guide In → JSON Out

Upload a sample from your Messaging Interface Guide.

Our AI automation converts it into structured, consistent, machine-ready JSON that reflects:

conversation flow
states and transitions
rules and edge cases
intent and logic

No guessing.
No manual mapping.
No interpretation drift between teams.

What This Replaces

Hand-coding flows from specs
Re-implementing logic every time a guide changes
Long back-and-forth between product and engineering
Subtle errors that only show up in production

Instead, you get a single source of truth — readable by humans, executable by systems.

Example (Simplified)

Input (excerpt from a guide)

User greets the assistant
Assistant asks intent
If intent unclear, ask clarification
If support requested, route to agent

Output (JSON structure)

states
transitions
conditions
fallbacks

Structured. Explicit. Ready to ship.

Why This Matters More Than It Sounds

Most AI and chatbot projects don’t fail because of models.
They fail because specifications drift, logic gets re-interpreted, and updates become painful.

By converting human-written guides into machine-ready structures automatically, you:

move faster when specs change
reduce implementation errors
keep product, design, and engineering aligned
scale without rewriting logic

That’s not convenience.
That’s leverage.

Try It with Your Own Guide (Free)

Upload a short sample from your Messaging Interface Guide.

We’ll convert it to structured JSON and send you the output — so you can judge the result on your own material, not a demo.

Takes ~30 seconds to upload
Delivered within 24 hours
Sample is deleted after conversion
Not used to train models
No sales pressure

Messy, incomplete, or ambiguous guides are welcome — that’s exactly where this helps most.

Upload a Sample Guide (Free)

Opens in a secure Google Form · File upload requires Google sign-in

Built for Teams Who Ship

This is for developers, product teams, and agencies who want to:

stop translating specs by hand
reduce friction between roles
move from guide to implementation faster

If that’s you, you’ll know within one conversion whether this belongs in your workflow.

Upload a guide.
See the structure.
Decide from there.