In daily AIDD development, algorithm engineers are most familiar with scenarios: the model runs thousands of high-scoring candidate sequences over several days, eagerly packaged and sent to CROs. However, the subsequent process was filled with helplessness—long email back-and-forth, anxiety about waiting for appointments, and the hassle of handling Excel files in various formats that were difficult to parse directly, plus a huge amount of effort spent writing scripts for data cleaning.

In today's world, where AI is fiercely competing on computing power and model iteration is sky-high, wet experiment data flow remains at a "manual operation" stage, which is undoubtedly the biggest slowdown step in the AIDD closed loop.

Ending the "manual transition" with code

To address this pain point, GentleGen's API interface has always been available. We have long connected the computing pipeline with the underlying link of the automated wet experiment platform, turning complex biological experiments into interfaces that can be accessed at any time, continuously providing global AI pharmaceutical teams with ultra-fast and standardized underlying data flow support.

At GentleGen, we firmly believe: problems that code can solve should not be something people worry about. Whether you are new to integration or have already integrated deeply, you can achieve a rapid leap from "virtual sequences" to "real data" simply by issuing commands through code.

The entire API business chain is extremely simplified and transparent:

• Obtain tokens: After logging in, obtain a dedicated API Token. This token is bound to organizational account permissions to ensure data security and compliant flows.

• Save and Internal Verification: Call the save interface to push sequence information directly to the GentleGen system. Our backend will immediately perform sequence evaluation, automate quotation processing, and return the results.

• One-click official order: If both parties have agreed on the frame price, the system supports a shortcut channel where "save equals placing an order." Sequence information is directly transferred to the G-Lab automated production line for scheduling, completely eliminating the cost of repeated confirmations and communication, ensuring no valuable experimental time is wasted.

• Status and delivery: Customers can track experiment progress in real time via API, and after experiments are completed, the shutdown data is exported in standard JSON format. Whether fed directly to large models for iteration or archived into internal systems, seamless integration is possible. In addition, the system also simultaneously provides standard Word lab reports.

The entire flow requires no manual intervention; the G-Lab production line operates 24×7 without interruption, ensuring your high-quality experimental data is continuously produced like flowing water.

Core interface modules are custom-made

We broke down the complex wet experiment process into several core modules, ensuring that each experimental step corresponds to a corresponding code mapping:

• Target and sequence analysis:

Before initiating an experiment, you can directly access GentleGen's extensive target library or vector framework information. When submitting requests, both targets and sequences are filled in as independent fields, and multiple sequences can be batch added within the same request, making it easy to package and submit a massive number of AI-generated candidate molecules in one round, greatly improving R&D flow efficiency.

• Experiment initiation and real-time tracking:

Environment and parameters are uniformly configured by GentleGen; you only need to enter the business request field. No need to repeatedly ask about PM progress; you can directly call the interface to check experiment status, or contact us to configure additional features so the system can proactively push status changes to your server.

• Structured Data and Report Delivery:

After the experiment is completed, the API will return JSON packets containing core metrics such as expression value, KD, kon, koff, etc., allowing your Python script to directly parse and integrate into the training pipeline; A secure download link for the standard Word lab report is also included for convenient internal archiving.

Automation Empowerment: Making Real Capacity an R&D "Accelerator"

The ultra-fast API experience is backed by the robust support of GentleGen's G-Lab autonomous intelligent bioautomation laboratory.

Relying on our independently developed GentSyn-Exp3.0-G-Lab fully automated production line, we have built an integrated AIDD screening and validation platform, using truly automated wet experiment closed-loop to turn virtual sequences into real candidate molecules:

• Disruptive capacity and delivery: G-Lab has achieved 8,000+ daily antibody production throughput, cumulatively delivering 1,000,000+ antibodies, and compressing the delivery cycle limit to 4 days.

• End-to-end fully automated production line ensures data consistency: from AI sequence design and gene synthesis to antibody expression purification and analysis and characterization, the entire process achieves 7×24 hours of continuous high-throughput testing. The fully automated production line processes samples in parallel, greatly reducing manual intervention and ensuring experimental repeatability and stable comparability of data from the same batch.

• Automated multi-dimensional druggability characterization: The platform not only provides affinity data but also outputs standardized multidimensional druggability characterization data. These high-quality, standardized wet experiment data can directly feed back into AI models, accelerate algorithm iteration, and truly open the AIDD wet-dry closed loop.

• Information Security and Intellectual Property Protection: Full-link data protection supports API system integration, ensuring efficient data flow while strictly safeguarding customers' AI sequence experiment data and core intellectual property.

No matter how fast large model iterations or how many candidate sequences are generated, G-Lab's parallel sample processing and automated detection can reliably handle the demand. From "accurate calculations" to "doing," GentleGen's API interfaces become a solid bridge for your R&D automation. Leave the tediousness of wet experiments to machines, leaving the most precious time for iteration of core algorithms. For more details about related services, please send an email to marketing@gentlegen.com.