B BrunoSanApplied AI for decision-makers

LOCAL AI::FINDER V1

Local AI.
Matched to your machine.

Choose a model, upgrade an existing PC, or buy a complete local-AI system. BrunoSan separates verified specs, observed prices, derived fit and benchmark evidence.

Local AI → LLMs →

01 · DECISION

What are you trying to do?

Start with the decision — not the product catalogue.

02 · FIT ENGINE

Your constraints

Only values that affect the recommendation. Change them and the ranking updates immediately.

FIT INPUT

EUR
GB
W

ROI

ROI scenario

These are your assumptions, not a BrunoSan forecast.

EUR
%
%
EUR/kWh
h/day
Live preview updates automatically. Use the button to commit and share this configuration.

03 · OUTPUT

Best fits

Ranking uses fit, constraints and your selected priority. It does not use affiliate commission.

Fit Index is a deterministic requirements score. Without matching benchmark evidence it is capped at 95 and rounded to 5-point steps.

DEFAULT SCENARIO SNAPSHOT :: HW::intel-arc-pro-b60-24gb

Arc Pro B60 24GB

Intel · new · DERIVED_FIT

95FIT INDEX / 100
VERIFIED SPECOBSERVED PRICEDERIVED FITCURRENT OBSERVATION · 2026-09-13
24GB
VRAM / FAST MEMORY
456GB/s
BANDWIDTH
200W
BOARD POWER
€729PRICE OBSERVED
CRAWLER-VISIBLE DEFAULT EXAMPLE

Default inputs: upgrade existing PC · €900 budget · Qwen3-Coder-30B-A3B · 32 GB system RAM · 650 W PSU · open software stack. This is a deterministic fit example, not a benchmark.

Benchmark truth: No model/runtime-specific tokens/s evidence is published yet, therefore no tokens/s number is claimed.

Context truth: Fast-memory fit does not claim maximum context or KV-cache headroom.

Verified spec source → · Observed price source →

Bandwidth is used only as a performance proxy when no model-specific benchmark is present; cross-vendor TOPS are not ranked against each other.

04 · HARDWARE RADAR

Hardware radar

A compact V1 catalogue. Price is an observation, never a permanent product property.

GPU DETAIL LIBRARY →
ProductMemoryBandwidthPowerStackObserved priceTruth
Arc Pro B60 24GBIntel · GPU · HW::intel-arc-pro-b60-24gb24 GB456 GB/s200 WIntel XPU · oneAPI · SYCL€7292026-09-13OBSERVED PRICEspec · price
GeForce RTX 3090 24GB (used)NVIDIA · GPU · HW::nvidia-rtx-3090-24gb-used24 GB936 GB/s350 WCUDA · PyTorch · vLLM€8502026-09-13MARKET ESTIMATEspec · price
Arc Pro B65 32GBIntel · GPU · HW::intel-arc-pro-b65-32gb32 GB608 GB/s200 WIntel XPU · oneAPI · SYCL€1 2342026-09-13OBSERVED PRICEspec · price
Arc Pro B70 32GBIntel · GPU · HW::intel-arc-pro-b70-32gb32 GB608 GB/s230 WIntel XPU · oneAPI · SYCL€1 5242026-09-13OBSERVED PRICEspec · price
Radeon AI PRO R9700 32GBAMD · GPU · HW::amd-radeon-ai-pro-r9700-32gb32 GB640 GB/s300 WROCm · HIP · PyTorch€1 7632026-09-13OBSERVED PRICEspec · price
Radeon RX 7900 XTX 24GBAMD · GPU · HW::amd-radeon-rx-7900-xtx-24gb24 GB960 GB/s355 WROCm · HIP · PyTorch€1 2542026-09-13OBSERVED PRICEspec · price
GeForce RTX 4090 24GB (used market)NVIDIA · GPU · HW::nvidia-rtx-4090-24gb-used24 GB1008 GB/s450 WCUDA · PyTorch · vLLM€2 4002026-09-13MARKET ESTIMATEspec · price
EVO-X2 128GBGMKtec · Mini PC · HW::gmktec-evo-x2-128gb128 GB256 GB/s120 WROCm · Vulkan · llama.cpp€3 2302026-09-13OBSERVED PRICEspec · price
MS-S1 MAX 128GBMinisforum · Mini PC · HW::minisforum-ms-s1-max-128gb128 GB256 GB/s120 WROCm · Vulkan · llama.cpp€3 9992026-09-13OBSERVED PRICEspec · price
DGX Spark 128GBNVIDIA · Mini PC · HW::nvidia-dgx-spark-128gb128 GB273 GB/s140 WCUDA · PyTorch · vLLM€4 8002026-09-13OBSERVED PRICEspec · price

05 · METHOD

Truth before ranking.

BrunoSan keeps product, variant, offer and benchmark as separate objects. A fit can be derived from memory and software facts; tokens/s require model/runtime-specific benchmark evidence.

VERIFIED_SPEC

VERIFIED_SPEC — manufacturer or licensed hardware source.

OBSERVED_PRICE

OBSERVED_PRICE — time-stamped market observation.

MARKET_ESTIMATE

MARKET_ESTIMATE — market range, not a live offer.

DERIVED_FIT

DERIVED_FIT — deterministic fit from stated requirements.

BENCHMARKED

BENCHMARKED — model/runtime-specific measurement.

Benchmark rule

No matching benchmark means no tokens/s claim. BrunoSan shows missing evidence instead of manufacturing precision from bandwidth or cross-vendor TOPS.

Affiliate policy

Offers may contain affiliate links when merchant feeds are connected. Commission is applied after ranking and can never influence fit score, order or recommendation.

06 · NEXT STEP

From one GPU to a private AI stack.

Need this for a team, company knowledge or a governed on-prem deployment? BrunoSan can turn the hardware decision into an operating architecture.

Plan a Local-AI setup →