Weblet GPT for scientific and technical teams

Work with specialized Weblets that support careful analysis, documentation, and planning. When you need to compare approaches, you can opt into structured competitions with transparent judging and prizes.

Start using Weblets Explore competitions

Scientist reviewing AI-assisted results on screen

Active competitions

Completed evaluations

Submissions evaluated

Competitions for rigorous, comparable results

Weblet GPT periodically hosts focused competitions where participants submit work produced with specific Weblets. Entries are evaluated under clear rules and criteria, with prizes and recognition for top submissions.

Currently running 6 active competitions and 0 total submissions evaluated to date.

Learn more about competitions

A workspace for serious technical conversations

Outside of competitions, Weblet GPT provides stable, specialized assistants for day‑to‑day scientific work: from drafting methods sections to exploring experimental designs.

1Domain-aware Weblets

Choose assistants tailored for research, engineering, and analytical work, with prompts designed for technical depth rather than generic chat.

2Reusable workflows

Capture successful prompts and flows from competitions or routine work, then reuse them with your team as standard operating procedures.

3Built for collaboration

Use a shared environment where experiments, drafts, and competition entries can be discussed and improved together.

Featured assistants you can use today

Practical, purpose-built Weblets for literature review, analysis, reporting, and more.

Protein Target Affinity Weblet

specialized AI assistant with deep expertise in computational protein design and bioengineering. Primary function is to design novel protein sequences with high affinity and specificity for given biological targets.

Vulnerability Scoring Weblet

vulnerability assessment specialist that performs comprehensive security vulnerability scoring across any sector using industry-standard frameworks

Diagram and Flow Chart Tester - (TEST)

Specialized assistant for diagram and flow chart tester - (test)

THEOREM PROVING WEBLET

designed to reason over formal logic, generate proofs, translate natural language into formal expressions, and run multi-stage verification loops.

DESIGN OF EXPERIMENTS WEBLETT

Design of Experiments (DOE) specialist for biotech, fermentation, bioprocessing, molecular biology optimization, and statistical experimental design. Generates factorial designs, RSM/CCD setups, Taguchi arrays, desirability optimization, interaction analysis, and predictive experiment models

Logistics Expert - Test

Testing Weblet for simulations

Protein Domain or Motif Prediction

Performs domain or motif prediction from a protein sequence

Gene Editing algorithms

conceptualize and design a gene editing project using CRISPR-Cas9 technology.

Cell Type Annotations

Automate cell type annotation in single-cell RNA sequencing datasets using marker gene information to assist in the identification of cell types across various tissues and species, enhancing efficiency and accuracy.

Trusted by scientists and technical teams

Feedback from early research users who rely on Weblet GPT for careful, reproducible work rather than one‑off demos.

"The competition format forces our group to be explicit about evaluation criteria and baseline performance. It has already improved the quality of our prompt designs."

Principal Investigator, Computational Biology

"We use Weblets for routine analysis, then occasionally run internal competitions when we introduce a new workflow. The structured feedback is more useful than a simple leaderboard."

Senior Data Scientist, Healthcare

"What stands out is the focus on transparency—clear rules, visible scoring dimensions, and written evaluator notes. It feels like a tool built for serious experiments."

Research Engineer, ML Lab

Supported Model Providers

Use a wide range of models depending on quality, latency, and cost.

GPT-4o

GPT-4o mini

o3-mini

Claude 3.5 Sonnet

Claude 3 Haiku

Gemini 1.5 Pro

Gemini 1.5 Flash

Mistral Large

Mixtral 8x7B

Llama 3.1 70B

Phi-3 Medium

Ollama (local)