
Antibody data packages for your AI models
Choose Specifica for a proven antibody discovery platform to provide diverse, next-generation sequencing (NGS) data to power your AI engines. Using our proprietary naïve and semi-synthetic formats, we can generate data packages to train your AI and ML models.
Specifica delivers:
- Ready-to-use, off-the-shelf NGS datasets;
- Data packages produced against your specific target(s), to your requirements;
- Customized libraries built from your design into our phage or yeast display formats, including selection campaigns against target(s) of your choosing.
Flexible formats and timelines:
- Data packages derived from scFv, Fab or VHH formats
- Naïve or semi-synthetic formats
- Fully diverse or fixed light chain formats
- Timelines ranging from weeks to a few months
Train your AI model |
Test your AI model |
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In-stock data package | Target-specific data package | Model testing data package | |
Deliverable | Select data provided from one of our in-house discovery campaigns |
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A library custom-built to your specifications
Specifica’s team can collaborate or provide guidance as needed. |
Suitable for | Early data submissions to AI and ML models | Training of AI and ML models | Building a custom library designed from your AI or ML outputs. |
Availability |
Coming soon
Note: Sample datasets (IFN and IL-2) available to illustrate data structure and diversity |
Available now | Available now |
Timeline for delivery | Immediate delivery (once available) | 1-4 months (phage to yeast) based on complexity | 1-4 months, depending on complexity |
All data packages include |
Raw FASTQ files and annotated files with labels:
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The Specifica advantage
- Start at an advantage by training on data from an antibody library already optimized for therapeutic properties:
- High developabilities, straight from selections
- High level of starting functionality
- High diversities
- High affinities
- Go beyond training on public repositories by training on large datasets directly relevant to drug discovery against targets of interest.
- Train on diverse outputs containing many different paratopes against targets of interest.
- Early-round sequencing of diverse populations optimal for training foundation AI models.
- Flexible sort options and labels to capture important populations to suit your fine-tuning needs:
- Binary: [bind/no bind; competitor/non-competitive binding]
- Multi-categorical: Includes different sort concentrations (100nM, 50nM, 20nM, 1nM) and/or various output categories such as high, medium, and low-stringency sorting.
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Start with the experts in antibody engineering and sequencing:
- >200 individual naïve libraries built using different scaffolds, formats, variable gene sources and diversity
- Antibody NGS experts demonstrated by high-profile publications
- > 100 successful campaigns, each of which produces hundreds of distinct antibody clusters
- Standardized datasets with key NGS fields provided – round-to-round enrichment, population relative frequency.
- Diverse, NGS datasets from our validated platform
- Millions of annotated and target-labeled sequences from our in vitro display platform optimal for AI models

Whether you need to train, validate or test your model,
Specifica delivers high-quality, curated datasets at each phase.
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