XCALIBUR · Inference Calculator

Watch your dollar walk through
the four legs. See what survives.

Set your scale and move the dials. The pipe shows you where every cent goes. 60% to 76% comes back to you. Hive keeps 0.2%. The model provider keeps the rest. The math makes the case on its own.

375M per month
Blended prompt+completion, before Hive
65%
smshPQMax token reduction
YES · $50K/yr
Adds enterprise attest fee
LLM Buyer
Spends
$0.0010
per call
LEG 1
COMPRESS
smshPQMax
This shrinks the prompt by 60% to 76% before the model bills you, with the same output, signed with ML-DSA-65.
SAVED -$0.00065
→ Buyer savings
LEG 2
COMPILE
Prompt Compiler
This hardens every prompt against jailbreaks, negation, and hallucination, with a limit on depth.
HIVE -$0.000060
→ Per-receipt toll
LEG 3
AMPLIFY
AmpliHive Widget
This is a trust layer on the output side. It adds tenant context plus an ML-DSA-65 certificate in one call.
HIVE -$0.000060
→ Per-receipt toll
LEG 4
ATTEST
Verify · Attest
Anyone can check every certificate in public. It's a ZK attestation of the inference, which gives the buyer proof ready for a regulator.
HIVE -$0.000137
→ $50K/yr enterprise adder
Model Provider
Receives
$0.000343
smaller bill · stickier customer
Buyer saves / year
$2,966,667
65.0% of current LLM spend returned
Hive revenue / year
$905,800
0.2% clipped across four legs
Model provider / year
$1,567,533
34.8% · smaller bill, higher-trust buyer
Receipts attested / yr
4,562,500,000
Every call. ML-DSA-65 signed. Patent Pending.

Run a real attest right now LIVE

The numbers above are a simulation built for your scale. This button makes a real call to the live ATTEST backend, gets back a real ML-DSA-65 signed receipt, and checks it. It takes under a second, needs no login, and runs on the same backend that powers /xcalibur/verify/.


  


  
  

    

      
COMPRESS: shrinks prompts by 60% to 76%

      
smshPQMax. Same output, signed with ML-DSA-65.

      See COMPRESS →
    

    

      
COMPILE · Harden every prompt

      
Prompt Compiler. Limited by depth. Resists jailbreaks.

      See COMPILE →
    

    

      
AMPLIFY · Output-side trust layer

      
AmpliHive Widget. Drops right into npm or pip.

      See AMPLIFY →
    

    

      
ATTEST · Verify any receipt

      
A live ML-DSA-65 endpoint. No login needed.

      See ATTEST →