XCALIBUR · Inference Calculator

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

Set your scale. Move the dials. The pipe shows where every cent goes. 60–76% returns to you. Hive clips 0.2%. The model provider keeps the rest. The math is the pitch.

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
Squeeze the prompt 60–76% before the model bills. Same output. ML-DSA-65 signed.
SAVED -$0.00065
→ Buyer savings
LEG 2
COMPILE
Prompt Compiler
Harden every prompt against jailbreaks, negation, hallucination. Depth-bound.
HIVE -$0.000060
→ Per-receipt toll
LEG 3
AMPLIFY
AmpliHive Widget
Output-side trust layer. Tenant context + ML-DSA-65 cert in one call.
HIVE -$0.000060
→ Per-receipt toll
LEG 4
ATTEST
Verify · Attest
Public verify of every cert. ZK attestation of the inference. The buyer's regulator-ready proof.
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 simulated for your scale. This button fires a real call to the live ATTEST backend, returns a real ML-DSA-65 signed receipt, and verifies it. Sub-second. No auth. Same backend powering /xcalibur/verify/.


  


  
  

    

      
COMPRESS · Squeeze prompts 60–76%

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

      See COMPRESS →
    

    

      
COMPILE · Harden every prompt

      
Prompt Compiler. Depth-bound. Jailbreak-resistant.

      See COMPILE →
    

    

      
AMPLIFY · Output-side trust layer

      
AmpliHive Widget. npm + pip drop-in.

      See AMPLIFY →
    

    

      
ATTEST · Verify any receipt

      
Live ML-DSA-65 endpoint. No auth.

      See ATTEST →