UAM Poznań · Laniqo · FedCSIS 2026
Multimodal AI translation designed for e-commerce.
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The problem
Bad translations don't show errors — they just silently kill conversions.
40%
shoppers abandon pages in wrong language
CSA Research
18%
avg. sales lift from proper localization
Common Sense Advisory
$25B
annual revenue lost to poor translations
Unbabel / Forrester
PL source
Farba akrylowa Śnieżka biała 5L
Standard MT
Snow White acrylic paint white 5L
SPECTRA
Śnieżka White Acrylic Paint 5L
PL source
Bateria kuchenna stojąca chrom
Standard MT
Kitchen battery standing chrome
SPECTRA
Chrome deck-mounted kitchen faucet
PL source
Zamek metalowy 60 cm
Standard MT
Lightning lock metallic 60 cm
SPECTRA
60 cm heavy-duty metal zipper
5-step synthesis pipeline
Text-only
Standard MT baseline — title + attributes only
Text + Image
Visual context fed directly to the model
Text + Caption
Auto-generated product description as context
Caption + Image
Caption and image combined for maximum grounding
Synthesis
Best hypothesis selected from all 4 candidates — always ≥ text-only baseline
+ Fine-tuned model
orthogonal gain · both levers stack
100%
configurations improved
20/20 mode × dataset pairs · fine-tuned model
0.927
peak COMET on catalog
ConECT · fine-tuned · caption+image mode
13,295
products tested
ConECT e-commerce dataset
Compute
Model fine-tuned and served on UAM supercomputing cluster — fully on-premise, zero external API calls.
Partnership incoming
PCSS · Poznań Supercomputing and Networking Center
Live demo
8 products · real e-commerce data
🇵🇱 Source
Farba akrylowa Śnieżka biała 5L
Snow White acrylic paint white 5L
🇵🇱 Source
Bateria kuchenna stojąca chrom
Kitchen battery standing chrome
🇵🇱 Source
Zamek błyskawiczny YKK 50cm czarny
Castle flash YKK 50cm black
🇵🇱 Source
Kij do golfa stalowy 7-iron męski
Golf stick steel 7-iron men's
🇵🇱 Source
Żelazko parowe Philips PerfectCare 2600W
Linen iron Philips PerfectCare 2600W
🇵🇱 Source
Śruba imbusowa M8 x 30 mm ocynkowana 50 szt.
Imbue screw M8 x 30 mm galvanized 50 pcs.
🇵🇱 Source
Mop obrotowy z wiadrem 360° Vileda Easy Wring
Rotating mop with bucket 360° Rubbermaid Easy Wring
🇵🇱 Source
Wkład do długopisu czarny 0.5mm 10 szt.
Insert for pen black 0.5mm 10 pcs.
Give us 1,000 active products from your cross-border merchants. We'll translate them three ways — standard MT, our pipeline, human check — and show you the delta in real conversion context.