live decision run

jevify turns model judgment into code-ready decisions.

Twelve real messages, scored by the active decision provider as this page opens. Drag the thresholds to see what falls in or out.

three typed decisions

One state. Three bounded answers your code can use directly.

stateHelp! My payouts have been failing for three days.
Yes or no
Noul

95%

conveys urgency

yes
Pick one
Choice

technical

72%
technical
72%
billing
23%
other
5%
Rate a level
Score

1.80

0—2

0

1

2

visual classification

Move one limit. Watch every item move.

60 simulated itemsOpen JEV Labs

share of items

reject
20%12 items · left out
review
40%24 items · human check
accept
40%24 items · code acts
accept threshold0.75
more automatedmore selective

Item distribution

Horizontal position = score. Color = current zone.

score range, not item share
reject · 0–0.40review · 0.40–0.75accept · 0.75–1
0.00decision score1.00

decision field

12 messages, one decision call each, scored on 4 categories plus severity and escalation.

stored run

Billing · charges, invoices, refunds and pricing

0.000.250.500.751.000.000.250.500.751.00category probability →↑ human escalation probability
dot size = severitylive provider results · 12 items

Inside

3

Review

1

Outside

8

Accept

0.80

Review

0.35

Human gate

0.70

JEV decision run · model typesafe/jev-1.13-20260917 on Lovable AI Gateway · whole batch in 701 ms · 5451 input tokens · billed 0.000229

Every value comes from the named provider. OpenRouter presets simulate this contract; TypeSafe routes execute JEV. Nothing here measures your own traffic.

the same batch, cell by cell

messageBillingTechnicalAccountFeedbackseverityzone
I was charged twice for the November invoice and the second charge is still pending on my card.
1.00
0.00
0.00
0.00
1.69
Inside
The Stripe webhook has been returning 500 since Friday and no order is being confirmed.
0.00
1.00
0.00
0.00
2.80
Outside
I cannot log in anymore. The reset email never arrives, I checked spam twice.
0.00
0.03
0.97
0.00
1.99
Outside
Honestly the new editor is much nicer than the old one. Would love a dark mode for the sidebar too.
0.00
0.00
0.00
1.00
0.00
Outside
My card was declined and now the workspace is read-only, my whole team is blocked mid-launch.
0.94
0.03
0.03
0.00
2.20
Review
Quick question: does the Pro plan include the audit log, or is that enterprise only?
0.92
0.00
0.08
0.00
0.02
Inside
Someone from another company shows up in my members list and I have no idea how they got there.
0.00
0.13
0.87
0.00
0.90
Outside
The export button does nothing on Safari. Works on Chrome. No error, just nothing happens.
0.00
1.00
0.00
0.00
1.72
Outside
Please cancel my subscription and refund the last two months, I stopped using it in September.
1.00
0.00
0.00
0.00
2.41
Inside
Not a complaint, just noting the docs page for webhooks has a broken link in the retry section.
0.00
0.73
0.00
0.27
0.05
Outside
We lost three hours of submitted forms during your maintenance window and the data is gone.
0.00
1.00
0.00
0.00
3.00
Outside
Can you move my seat to the new admin email? Same person, new domain after the acquisition.
0.00
0.00
1.00
0.00
0.72
Outside
Open JEV Labs

curves · zones · heat map · simplex · 3D · migration

01 · MCP

Run the MCP

Connect an MCP client and run jevify against a repository or supplied files. The audit is read-only and returns structured findings.

OAuth/mcpread-only
Run MCP
02 · Skill

Download the skill

The skill collects AI call-sites and brings the jevify report back into your build conversation. Lovable is one of the runtimes it supports.

skillcall-sitesreport
Download skill

scope

Choice. Score. Noul. Use language models for language, code for rules, and JEV-style calls for bounded judgment. This project was created by Lucio Amorim, Lovable Partner.