Real estate guide

Token compression for lead qualification

Lead qualification AI sends buyer preferences, property matches, and agent notes with every query. Compression keeps only the qualification-relevant data.

By Arjun Shah - Creator of SuperCompress - Updated 2026-07-03

Lead data compression

from supercompress import Compressor
comp = Compressor()

def qualify_lead(buyer_profile, matched_properties):
    context = f"Buyer: {buyer_profile}\nMatches: {matched_properties}"
    result = comp.compress(context, "Qualify this lead")
    return llm.generate(
        f"Lead qualification:\n{result.compressed_text}"
    )

Frequently asked questions

Does compression lose buyer details?

No. Only irrelevant preferences are removed. Budget, location, and must-have features are preserved.

Can I qualify leads in real-time?

Yes. Compression adds only ~60ms, making it suitable for real-time qualification.

Try it yourself

Paste your long prompt into the playground, ask a question, and see what SuperCompress keeps and removes. Free, no signup needed.

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