Observability

Helicone monitoring

Helicone provides LLM API monitoring with cost tracking and quality analysis. Add SuperCompress metrics to your Helicone dashboards.

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

Helicone integration

import helicone
from supercompress import Compressor

comp = Compressor()
helicone.init(api_key="...")

@helicone.log
def compress_and_chat(context, query):
    result = comp.compress(context, query)
    # Helicone automatically logs the LLM call costs
    # Add compression metrics as custom properties
    helicone.set_property("original_tokens", result.original_tokens)
    helicone.set_property("kept_tokens", result.kept_tokens)
    return llm.chat(result.compressed_text, query)

Frequently asked questions

Does Helicone show cost savings from compression?

Yes. Compare token costs before and after compression in the Helicone dashboard.

Can I set alerts for compression ratio changes?

Yes. Helicone supports alerting on custom properties.

Try it yourself

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

Open the Playground Embed the badge