The AI that knows who you're writing to.
Every AI tool your team bought knows the sender. None of them know the recipient. Qualia fixes that.
The Recipient Intelligence Index was first published June 19, 2026. Results at qualiaai.co/rii.
Your AI knows how you write. It doesn't know who's reading.
A generic AI-drafted message: professional, correct, and aimed at no one in particular.
The same message, adapted — opens with the recipient's actual concern, matches how they process information.
65–80% of AI-drafted messages are edited before sending industry-wide. With Qualia: above 60% used as-is.
Three primitives. Any workflow.
Wherever communication matters, so does the recipient.
Know the buyer before you write.
AI SDRs that adapt to how each prospect processes information — not just what they want to hear, but how they need to hear it.
Turn every renewal into a relationship.
Detect relationship drift before it becomes churn. Adapt outreach to how each customer communicates.
Give your agent a recipient layer.
Three API calls. Your agent goes from sender-aware to recipient-intelligent. Works with any model, any stack.
Communication at scale that doesn't feel like scale.
Persistent relationship state across every thread. Every message calibrated to the person receiving it.
The first benchmark for Recipient Intelligence.
The Recipient Intelligence Index (RII) is the first measurement framework for how well AI communication systems understand recipients. Ten tools scored. Methodology public. Version 1.0 published June 19, 2026.
Add Recipient Intelligence in an afternoon.
get_relationship_context with any writing sampleadapt_message. Ship to production.from qualia import Qualia
client = Qualia(api_key="your_key")
context = client.context.person(
sample_text=recipient_writing
)
draft = client.adapt.message(
recipient_id=context.person_id,
message="Your original draft here"
)
print(draft.adapted_message)Recipient Intelligence Infrastructure for AI.
Every AI communication tool optimizes for the sender. Qualia gives AI a working model of the recipient — three primitives, scored against the standard we publish at qualiaai.co/rii.