Spend
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Jump Trading
Jump Trading
412 seats · FY26
Spend
Jump Trading · last 30 days

Spend

Everything you spend on AI: subscriptions, API usage, your own GPUs, and rented ones.

AI insights

Top moves this period

All 14 →
RiskConcentration

53% of your spend is with Anthropic

confidence
Connect OpenRouter
OpportunityPlan vs API
$13.3K
per 30 days
incl. headcount growth

Move 25 Anthropic API people onto Claude Max 20× seats

confidence
View people
OpportunityDistributed GPUs
$8.98K
per 30 days

Move aws-p5-us-east-1a to Vast

confidence
Find capacity
OpportunitySell capacity
$8.53K
per 30 days

List dgx-h100-02 (8× H100 SXM 80GB) on Vast

confidence
Create listing
All-in compute
▲+2.0%
$219.7K
vs prior 30d
Inference (API)
▲+3.9%
$82.7K
22.1B tok
Plans (seats)
▲+5.1%
$24.5K
501 seats · 5 plans
Hardware
•0.0%
$112.6K
72 GPUs · 46% util
Next 90d forecast
$786.4K
$265.6K/mo · inside approved band
Identified savings
$54.6K
per 30 days · 10 opportunities · 1 risks
Spend

Daily compute spend

API and subscriptions, per day. Dashed is the next 90d, with headcount +20%/yr; shaded is the likely range.
Where it runs

Spend by type of provider

$107.2K
inference
  • Frontier APIs96%
  • Hyperscaler-hosted2%
  • Model routers1%
  • Distributed open-weight0%
  • On-prem open-weight0%
Plan vs API23% · 77%
Providers

Top providers

All →
  • Anthropic▲+8.8%$56.8K
  • OpenAI▼-2.7%$31.1K
  • Google▲+3.8%$10.8K
  • Kimi (Moonshot)▲+0.7%$2.20K
  • xAIxAI▼-3.0%$2.08K
  • awsAWS Bedrock▲+11.8%$1.36K
Departments

Spend by department

People →
  • Research46▲+4.6%$53.3K
  • Engineering148▲+2.3%$29.4K
  • Customer Support72▲+5.7%$6.19K
  • Product38▼-1.5%$5.89K
  • Data Platform31▲+13.8%$5.83K
  • Sales & Marketing54▲+4.0%$5.38K
  • Finance & Ops23▲+6.5%$1.21K
Hardware

Own vs. rented GPUs

Hardware →
  • Owned28 GPU$31.8K
    34%
  • Distributed (Vast)20 GPU$13.9K
    71%
  • Hyperscaler24 GPU$66.8K
    40%
27,847 idle GPU-hours in the window · $2.17 blended $/GPU-hr
People

Highest spenders

All →
  • Viktor Okafor
    GPT-6 Astra · Research Lead
    $9.98K
    ▲+4.6%
  • Sefa Chen
    Claude Fable 5.1 · Research Engineer
    $8.53K
    ▲+8.8%
  • Wren Moreau
    Claude Fable 5.1 · Research Engineer
    $7.50K
    ▲+10.8%
  • Adaeze Rao
    Claude Fable 5.1 · Research Engineer
    $5.73K
    ▲+5.7%
  • Cleo Osei
    Claude Fable 5.1 · Research Scientist
    $4.64K
    ▲+14.1%
  • Yusuf Fischer
    GPT-6 Astra · Research Lead
    $4.45K
    ▼-13.7%
  • Caleb Reyes
    Claude Fable 5.1 · ML Engineer
    $3.69K
    ▼-3.2%
  • Uma Halvorsen
    Claude Fable 5.1 · Applied Scientist
    $2.93K
    ▼-16.0%
  • Nikhil Castellanos
    Claude Sonnet 5 · Staff Engineer
    $2.72K
    ▲+15.4%
  • Amara Okafor
    Claude Sonnet 5 · Engineer II
    $2.50K
    ▼-4.1%
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