Mosaic vs UpstashSandbox Benchmark Comparison

Mosaic
Faster in 1 of 2
vs
Upstash
Faster in 0 of 2

Mosaic was faster in 1 of 2 shared sandbox benchmarks, and 1 was roughly even.

Shared benchmarks
2
Last run
October 30, 2026
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Scorecard

Median of each benchmark's primary metric; lower is better. Medians within 5% count as roughly even, and a benchmark gets no speed verdict when either provider completed fewer than 50% of runs.

BenchmarkMosaicUpstashResultRatio
Burst TTI
Time to interactive · Run October 30, 2026
889ms
100% success
1.93s
100% success
Mosaic faster
2.17x
DAX
Total workload time · Run October 30, 2026
58.64s
100% success
57.26s
100% success
Roughly even
1.02x

Burst TTI

Run October 30, 2026

Time from sandbox creation to the first successful command, with 100 sandboxes launched at the same time.

Time to interactive

Mosaic

100% success
Median
889ms
P95
3.47s
P99
3.53s
Mosaic Burst TTI results →

Upstash

100% success
Median
1.93s
P95
3.80s
P99
3.97s
Upstash Burst TTI results →

Mosaic had a 2.17x lower median time to interactive (889ms vs 1.93s for Upstash).

Median time to interactive over time

15 runs from August 14, 2026 to October 30, 2026.

MosaicUpstash
View the full Burst TTI leaderboard →

DAX

Run October 30, 2026

A real developer workload: install system packages, download Bun, clone the opencode repo, then run bun install and bun typecheck.

Total workload time

Mosaic

100% success
Median
58.64s
P95
58.64s
P99
58.64s
Mosaic DAX results →

Upstash

100% success
Median
57.26s
P95
57.26s
P99
57.26s
Upstash DAX results →

The medians are within 5% of each other (58.64s vs 57.26s), so this counts as roughly even.

Median total workload time over time

13 runs from August 14, 2026 to October 30, 2026.

MosaicUpstash
View the full DAX leaderboard →

Methodology

  • One workload, every provider. The same script, payload, and model hit every provider, addressed the way its own API expects. Nobody gets a tuned or special path.
  • Repeated on a schedule. Every suite runs many iterations per provider, automated on a recurring schedule, so results reflect steady state rather than one lucky request.
  • Raw results published. Every run is committed as JSON to the public benchmarks repo, next to the code that produced it. Nothing is cherry-picked or held back.
  • How this comparison is built. Each benchmark compares the two providers' medians; results within 5% count as roughly even. A comparison is published only when both providers completed at least 50% of runs in 2 or more shared benchmarks run in the last 30 days.

Frequently asked questions

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Mosaic was faster in 1 of 2 shared sandbox benchmarks, and 1 was roughly even. In Burst TTI (October 30, 2026), Mosaic had a median time to interactive of 889ms versus 1.93s for Upstash, 2.17x faster. In DAX (October 30, 2026), Mosaic had a median total workload time of 58.64s and Upstash 57.26s, which counts as roughly even.

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