model/claude-sonnet-4-6

The intelligence layer
powering live commerce.

RunAsh is built on Claude — tuned for real-time stream analysis, agentic commerce workflows, and sub-second CTA decisions. Paired with an open research stack spanning vision, speech, and generative video.

Start building

Tokens processed today0

200KtokensContext

~70tok / secSpeed

<1sTTFTLatency

4,096tokensMax output

chat

Ask RunAsh anything.

RunAsh Chat-Agent

secure proxy · /api/chat

Ask anything about live streams, CTAs, scripts or commerce strategy.

Enter to send · Shift+Enter for a new line

live capability demos

Try it. Right now.

Pick one to load it into the composer above

inference pipeline

Stream in. Action out.

Stream ingestionRTMP / WebRTC

Scene parsingVision + ASR

Intent modelCommerce signals

RunAsh LLMclaude-sonnet-4-6

Action dispatchCTA · Overlay

What the model handles

Live CTA timing and copy generation

Real-time product description rewriting

Viewer sentiment classification from chat

Inventory-aware upsell recommendations

Multi-platform caption localisation

Post-stream analytics narrative

Seller coaching and script feedback

Payment link generation in-stream

Ready to go live?

Start your first AI-powered stream in under 5 minutes.

Start building Browse models

Open Research — collaborating with academic & industry partners.

RunAsh AI

model/claude-sonnet-4-6

The intelligence layer
powering live commerce.

Start building

Tokens processed today0

200KtokensContext

~70tok / secSpeed

<1sTTFTLatency

4,096tokensMax output

chat

Ask RunAsh anything.

RunAsh Chat-Agent

secure proxy · /api/chat

Ask anything about live streams, CTAs, scripts or commerce strategy.

Enter to send · Shift+Enter for a new line

live capability demos

Try it. Right now.

Pick one to load it into the composer above

inference pipeline

Stream in. Action out.

Stream ingestionRTMP / WebRTC

Scene parsingVision + ASR

Intent modelCommerce signals

RunAsh LLMclaude-sonnet-4-6

Action dispatchCTA · Overlay

What the model handles

Live CTA timing and copy generation

Real-time product description rewriting

Viewer sentiment classification from chat

Inventory-aware upsell recommendations

Multi-platform caption localisation

Post-stream analytics narrative

Seller coaching and script feedback

Payment link generation in-stream

Ready to go live?

Start your first AI-powered stream in under 5 minutes.

Start building Browse models

Open Research — collaborating with academic & industry partners.

The intelligence layerpowering live commerce.

Ask RunAsh anything.

Try it. Right now.

Stream in. Action out.

What the model handles

Ready to go live?

The intelligence layerpowering live commerce.

Ask RunAsh anything.

Try it. Right now.

Stream in. Action out.

What the model handles

Ready to go live?

The intelligence layer
powering live commerce.

The intelligence layer
powering live commerce.