ZenMux
An enterprise-grade LLM gateway with automatic compensation
799 followers
An enterprise-grade LLM gateway with automatic compensation
799 followers
ZenMux is an enterprise-grade LLM gateway that makes AI simple and assured for developers through a unified API, smart routing, and an industry-first automatic compensation mechanism.
Nice unified API + smart routing is becoming essential as teams juggle multiple models. Curious how the automatic compensation works in real failures vs partial degraded responses.
ZenMux
@allu__kurashi We designed a set of algorithms. First, when the model’s speed is much higher than normal, it provides a certain amount of compensation. Second, when a user submits a similar question again in a short period of time—most likely because they were not satisfied with the first answer—we provide compensation for that initial response.
An auto-compensation LLM gateway will hit scale pain when “bad output” disputes and p99 latency spikes turn into noisy payout events without reproducible traces.
Best practice is OpenTelemetry GenAI semantic conventions plus per-request lineage (prompt hash, model, router decision, retries) and optional hedged requests or circuit breakers to tame tail latency.
How are you defining and verifying “poor quality” for payouts, and can customers export the full compensation case bundle for audit and fine-tuning?
ZenMux
@haize_yu We can connect If you need any help.
Happy to connect!
Interesting approach on the gateway level. How do you see the balance between speed and output quality in enterprise environments.
ZenMux
@zoltan_horvath5 Great question! In enterprise environments, the balance between speed and quality isn't an either/or — it really depends on the use case.
Some tasks need real-time responses (like chat or customer support), so speed comes first. Others need high-quality output (like data analysis or content generation), where getting it right matters more than a few extra seconds.
The unified gateway plus the automatic compensation layer is esp. interesting, especially because it turns reliability into something you can measure and settle, not just promise. Three areas that seem worth exploring are (1) tapping into an already existing pool of economic security like Eigenlayer to boost insurance covers (2) an auditable compensation ledger tied to request IDs/eval metrics to reduce disputes, and (3) optional stablecoin-based prepaid balances for global developers so usage-based billing and refunds/credits settle faster and with fewer intermediaries. Parametric insurance is an area I'm especially interested in backing! Would love to chat further : drop me an email to praneeth@ethereal.xyz
mymap.ai
Excited to follow your journey. Great launch!
ZenMux
@victorzh Thanks! Appreciate it. Stoked to have you along for the ride — more coming soon!
@victorzh Thank you so much! Really appreciate the support 🙌
ZenMux
Toki: AI Reminder & Calendar
ZenMux
@sophialgrowth Seeing "used ZenMux for a while" honestly made our day. Thanks so much!🥹
ZenMux
ChatSlide.ai
Congratulations, looking forward to connecting with it.
ZenMux
@quanlai_li1 Thanks! Hope you like it.😊