MARCA 369

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Glowing molecular structure with 3-6-9 sacred geometry on a black background

Marca 369 · Technology & Science · Portugal

Top-tier instrumentsfor those who explore the invisible.

Astronomy, microscopy, lab, 3D printing and robotics from the world's most prestigious brands — with an in-house molecular AI model working for every customer.

Every Marca 369 customer and member gets extra free predictions from our model.

Collections
6
Top pieces
54
Model parameters
≈2.8 M

In-house model · Computational chemistry

A molecular AI model, made in-house.

It predicts three ADMET properties from structure (microsomal clearance, half-life and CYP3A4 substrate). Compact, CPU-fast, evaluated on TDC with 5 seeds.

parameters
≈2.8 Mparameters
per molecule, on CPU
0.1–0.2 sper molecule, on CPU
trained on benchmark data only
No pre-trainingtrained on benchmark data only

TDC · ADMET

  • Microsomal clearance

    0.643 ± 0.020 vs 0.630 ± 0.010

    Best published result on TDC for microsomal clearance

  • Half-life

    0.579 ± 0.026 vs 0.576 ± 0.025

    On par with 1st place on TDC for half-life

  • CYP3A4 substrate

    0.670 ± 0.025 vs 0.667 ± 0.019

    On par with 1st place on TDC for CYP3A4 substrate

Mean ± std (5 seeds) of our model vs. the public TDC leaderboard #1. Only these 3 tasks are offered in the demo and API.

For research only, not for clinical decisions.

Customers & members

Extra predictions, on us.

Every Marca 369 customer and member gets extra free predictions from our model.

  1. 3

    Buy or join

    Any shop order or active partnership with Marca 369.

  2. 6

    Send molecules

    Send us the structures (SMILES) through the contact form.

  3. 9

    Get predictions

    We return the model's predictions, with the research-use note.

Partnerships

Partnerships

Marca 369 partner programme: open.

We work with authorised resellers, integrators and research teams to bring top scientific equipment and AI tools to labs, companies and researchers.

What is already up and running:

  • 01Active

    Enterprise AI computing

    Referral agreement with an authorised reseller of enterprise-grade AI computing systems (direct introduction, on request).

  • 02Active

    Marca 369 Bio

    Marca 369 Bio AI model, free for research: https://huggingface.co/spaces/benfica306/marca369-bio

In talks

We are in talks with marketing companies, manufacturers and science and technology platforms. We only show a partner's name after a signed agreement and with express permission.

Want to partner with us?

Manufacturers, distributors, agencies and labs: benficaizeda306@gmail.com, subject "Parceria Marca 369".

Propose a partnership

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Talk to Marca 369

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Marca 369 · Tecnologia & Ciência de Topo