Verified result

41.5tok/s

Verified text generation speed
ClassE

Performance class

This run ranks #53 among 53 verified runs on VRAM Check.

Ranks compare published benchmark runs, not unique GPU models. The same GPU model may appear more than once. Comparison for TinyLlama 1.1B (Q4_K_M) / Q4_K_M, not overall AI performance.

Closest useful step-up: Math / reasoning.

Generic graphics hardware symbol

Generic hardware illustration. Product image not available.

Radeon RX 590 Series
ModelTinyLlama 1.1B (Q4_K_M)
QuantQ4_K_M
DateMar 15, 2026
LeaderboardThis run on VRAM Check
#53
This run ranks #53 among 53 verified runs on VRAM Check.

9.0 tok/s separates this run from #52 globally.

Next place · #52+9.0 tok/sNeeded to move up
Global lead+743.6 tok/sNeeded to reach #1
Reach Class D+38.5 tok/s80 tok/s threshold
Estimated model matchesExplore smaller models first
Small text models only

Could be next: Math / reasoning.

How to read this resultWhy this result can be ranked
What this status meansVerified and ranked

The computer completed the standard test, passed every required check, and earned a public ranking.

Why we trust this resultVerified GPU (Leaderboard Eligible)

This is the verified text generation speed used to rank this computer.

vulkan backendDiscrete GPU memoryMain limit: Graphics memory

What your score means.

These measurements show how quickly the model reads, starts answering, and continues writing, plus how consistent the test was.

Performance mapSee where this score sits.
Class E
Prompt reading speedHow quickly the model reads your prompt before it starts answering. Higher is better. The technical name is prefill throughput.
472.8 tok/s
First output delayHow long the model takes to produce its first piece of the answer after reading the prompt. Lower is better. This is not total request time.After the prompt is read
1738 ms
Memory available to modelsThe practical amount of memory this test can use for model data. It helps determine which model sizes should fit.
6.5 GB
Measured test timeHow long the representative measured pass took. Warm-up and setup time are kept separate.
32s
Result consistencyHow much the repeated tests differed. Smaller percentages mean the result was steadier and easier to reproduce.Writing / first response
0.31% / 0.69%

Find your next model.

Choose a task, compare memory requirements, and open a model to explore compatible hardware.

61 of 139 catalog profiles meet the memory estimate.

Three points across the memory range, not a model-quality ranking.

Memory checkCatalog estimate

Falcon3 1B Instruct

Within the planning budget.

1 GB model estimate6.5 GB budget
5.5 GBmemory margin
Quantization
Q4_K_M
System RAM
15.8 / 5 GB required
Speed on this model
Not measured
Explore model & compatible GPUs

Memory fit is a starting point, not a speed guarantee. Context length, runtime and other applications can change actual memory use. Only the benchmark model was timed.

Task coverage and planner estimates
0/4clear now
Has estimated fits 0Close 1Needs more 3
Runs well nowNo comfortable match yet
Small text models only
Close, but may feel tightMath / reasoning
Almost there
Needs a stronger computerCoding · General chat · Embeddings
CodingGeneral chatEmbeddings

Compatibility estimates updated Oct 19, 2026. They combine this measured run with the model catalog; each suggested model was not benchmarked directly.

See all model categories4 categories
CodingNot a good fit yet
No strong fits in the tracked set yet
Works well nowCoding needs a stronger computer

Good starting points: Qwen3.8 27B · Qwen3.5 27B · GPT-OSS 20B.

What more headroom changesA targeted upgrade opens more options

The clearest next unlocks are Devstral Small 2 24B · Codestral 22B · Granite Code 20B.

Main limit: memoryProjected from this measured run
General chatNot a good fit yet
No strong fits in the tracked set yet
Works well nowGeneral chat needs a stronger computer

Good starting points: Qwen3.5 35B-A3B · GLM-4.7 Flash · Qwen3.8 27B.

What more headroom changesA targeted upgrade opens more options

The clearest next unlocks are GLM-4.7 Flash · Qwen3 Coder 30B · Qwen3 30B-A3B Instruct.

Main limit: memoryProjected from this measured run
Math / reasoningAlmost there
13 models are close to fitting
Works well nowMath / reasoning is close, but not comfortable yet

Good starting points: Gemma 3 12B Instruct · Gemma 4 E2B Instruct · OLMo 2 13B Instruct.

What more headroom changesA targeted upgrade opens more options

The clearest next unlocks are GPT-OSS 20B · Gemma 4 E4B Instruct · Gemma 4 12B Instruct.

Main limit: memoryProjected from this measured run
EmbeddingsNot a good fit yet
No strong fits in the tracked set yet
Works well nowEmbeddings needs a stronger computer

Good starting points: Qwen3 Embedding 8B · mxbai-embed-large · Nomic Embed Text v1.5.

What more headroom changesAn upgrade adds breathing room

More capacity would make this task feel safer, but it would not unlock a new class of models yet.

Main limit: speedProjected from this measured run

What limits this computer first.

See the main constraint, the evidence behind it, and why the recommendation focuses there.

Main limitMemory is the first thing this build runs out of

This run had 6.5 GB available for model data. That is enough for smaller local AI tasks, but larger coding and reasoning models run out of room before speed becomes the main problem.

What hits first6.5 GB available to models

Bigger coding and reasoning families run out of room before speed becomes the main issue.

What still worksMath / reasoning is the closest useful task

Smaller local AI tasks should already run comfortably on this computer.

Why we recommend thisPrioritize more graphics memory

That is the most direct way to move from smaller models to larger ones.

Why this recommendationMore graphics memory unlocks larger models

More graphics memory would unlock larger models more reliably than simply choosing a faster GPU with the same memory capacity.

Coding · General chat · EmbeddingsUpgrade suggestions are still being calculated from this result.
Technical proofWhy we trust this result
10 checks
Execution profileVerified GPU benchmark
Validation statusVerified
Run qualityStable
Methodologyv1.1
GPURadeon RX 590 Series
CPUAMD Ryzen 7 5700G with Radeon Graphics
VRAM / RAM8.0 / 15.8 GB
OSWindows 10 20H1+ (Build 19045)
Client version0.1.0
DriverNot reported

Technical details and model explorer

The report above gives you the answer first. Open this area only when you want to compare individual models or inspect the repeated measurements behind the score.

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