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Jump Trading
Jump Trading
412 seats · FY26
Manifold/Recommendations
Manifold · human in the loop

Recommendations

After 30 days of real traffic, each workload is replayed against cheaper models in the background. Changes that clear the bar land here for a person to approve. Nothing moves without a yes unless the org is in Auto-route mode.

Awaiting review
5
$37.2K/mo on the table
Approved this session
0
Nothing approved yet
Approval bar
≥ 97% parity
and ≤ 20% slower p50 (set in Policies)
Decision modeloncall-agentneeds review· Sep 7

Route incident root-cause agent by difficulty

Claude Fable 5.1 → Claude Sonnet 5 26% · Claude Opus 5 56% · Claude Fable 5.1 18%

26% of requests score below 0.45 difficulty and get the same accepted outcome from Claude Sonnet 5. Jev sends only the hardest 18% to Claude Fable 5.1.

Saves
$12.1K/mo
−49%
Quality
99.1%
parity
Latency
-21%
p50
Confidence
98%
1.8K samples
Decision modelkb-answerneeds review· Sep 10

Route internal knowledge answers by difficulty

GPT-5.6 Sol → GPT-5.6 Luna 57% · Gemini 3.8 Flash 38% · GPT-5.6 Sol 5%

57% of requests score below 0.40 difficulty and get the same accepted outcome from GPT-5.6 Luna. Jev sends only the hardest 5% to GPT-5.6 Sol.

Saves
$9.29K/mo
−75%
Quality
99.1%
parity
Latency
-22%
p50
Confidence
96%
18.8K samples
Market routefinops-extractneeds review· Sep 7

Move contract & invoice extraction to Qwen3.8 27B

Gemini 3.1 Pro → Qwen3.8 27B

Qwen3.8 27B matched 98.1% of Gemini 3.1 Pro's outputs on field-level accuracy across 4K shadow samples. It's open-weight, so the router buys from whichever seller is cheapest right now.

Saves
$6.57K/mo
−96%
Quality
98.1%
parity
Latency
-65%
p50
Confidence
87%
4.4K samples
Market routecrm-assistneeds review· Sep 2

Move customer email drafts to Qwen3.8 27B

GPT-5.6 Sol → Qwen3.8 27B

Qwen3.8 27B matched 98.9% of GPT-5.6 Sol's outputs on rep edit distance across 14K shadow samples. It's open-weight, so the router buys from whichever seller is cheapest right now.

Saves
$5.80K/mo
−96%
Quality
98.9%
parity
Latency
-61%
p50
Confidence
87%
13.8K samples
Decision modeldata-copilotneeds review· Sep 8

Route sql analytics copilot by difficulty

Claude Sonnet 5 → MiniMax M3 (via OR) 46% · GPT-5.6 Sol 49% · Claude Sonnet 5 5%

46% of requests score below 0.40 difficulty and get the same accepted outcome from MiniMax M3 (via OR). Jev sends only the hardest 5% to Claude Sonnet 5.

Saves
$3.52K/mo
−40%
Quality
99.1%
parity
Latency
-20%
p50
Confidence
95%
10.3K samples
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