What-If Engine

tenant::testair — F7 single-user replay + fork runtime
scope: Demo: single-user (Production: 50–200 concurrent analyst seats)  ·  scenarios_run: 6  ·  primitives: fork · replay · cross-surface compose
F7 What-If Enginescaffolded for multi-tenant @ Series A
6
demo session
+$1,480
cumulative across scenarios
100%
byte-equivalent on fork
scaffolded
Series A target: 50-200 seats

Scenario library (pre-built mutations — fuel, demand, cargo, crew, MX)

Each scenario takes the previous-day Sense snapshot, applies a mutation, and re-runs the surface's coordinator. The diff shows what would have flagged differently. Scenarios are forkable: any analyst can branch from one and apply further mutations.

Scenario results (6 ran in this demo session)

S1 Fuel Spike   Fuel price up 20% — Q3 hedge boundary stress test +$0 Δ
FUEL +20%
8
11
+3
$0
$0
+$0
scenario_id: df18a352-afa0-4c88-bc44-5bc54c40b462 surface: S1 created_at: 2026-05-25T18:06:25Z
S1 Fuel Relief   Fuel price down 15% — refining margin compression scenario +$0 Δ
FUEL -15%
8
10
+2
$0
$0
+$0
scenario_id: fbbde0a9-4157-49f3-a643-ce9ed904377a surface: S1 created_at: 2026-05-25T18:06:25Z
S1 Demand Shock   Bookings down 10% across all segments — soft-landing scenario +$0 Δ
DEMAND -10%SEATS_SOLD -8%
8
12
+4
$0
$0
+$0
scenario_id: 9aff4888-149c-4e8b-984c-13182dae1fb2 surface: S1 created_at: 2026-05-25T18:06:25Z
S2 Fuel Spike   Fuel price up 20% — Q3 hedge boundary stress test +$5,919 Δ
FUEL +20%
8
8
+0
$63,463
$69,382
+$5,919
scenario_id: b26f8ced-2a6a-4b38-81cf-6d18c203c865 surface: S2 created_at: 2026-05-25T18:06:25Z
S2 Fuel Relief   Fuel price down 15% — refining margin compression scenario $-4,439 Δ
FUEL -15%
8
8
+0
$63,463
$59,024
$-4,439
scenario_id: 2f8905e5-696a-4d88-b114-3ef108a35927 surface: S2 created_at: 2026-05-25T18:06:25Z
S2 Demand Shock   Bookings down 10% across all segments — soft-landing scenario +$0 Δ
DEMAND -10%SEATS_SOLD -8%
8
8
+0
$63,463
$63,463
+$0
scenario_id: 27c4ee24-5d2c-495e-82c2-6b5c71d3480f surface: S2 created_at: 2026-05-25T18:06:25Z