CovaSyn

For CMC and formulation

Stability package and shelf life take days, DoE lives in Excel.

Here is what that path looks like today, and what it looks like with validated tools inside your AI assistant.

Today

  • The stability plan lives in Word, the evaluation in Excel.
  • Arrhenius fit and shelf life are recomputed by whoever knows the sheet.
  • DoE plans get copied from old projects, the power question stays open.
  • Solubility and salt form are tried out, not narrowed down first.

With CovaSyn

  • ICH-compliant plan, Arrhenius fit and shelf-life band come from the same window.
  • For the experiment you get an RSM design with power analysis before material is consumed.
  • pH curves, miscibility and antisolvent strategies narrow the salt form beforehand.
  • Multi-objective optimisation and robustness checks continue on the same data.

The calculation is traceable instead of buried in a grown spreadsheet. What goes into the dossier is still a human decision.

The tools behind it

Covastab

20 functions

ICH stability models, Arrhenius fits, shelf-life predictions.

Covadoe

21 functions

Design of Experiments with RSM, power analysis, optimisation and ready-made templates.

Covasolve

9 functions

Solubility prediction, miscibility, pH curves and antisolvent strategies.

Covaopt

21 functions

Multi-objective optimisation, robustness, drift detection, model training.

Independent benchmark · ICLR 2026

Frontier LLMs reach 14 to 41 percent on chemistry. With CovaSyn MCP attached: 76 to 92 percent.

Peer-reviewed MolecularIQ benchmark (ICLR 2026). 3,540 verified chemistry tasks, four frontier models. Three reach 85 to 92 %; the cheapest (Gemini 3.5 Flash) lands at 76 %.

85.4 %
Haiku 4.5 + MCP
21.2 % baseline
91.5 %
Opus 4.7 + MCP
40.8 % baseline
89.9 %
GPT-5.5 + MCP
22.3 % baseline
75.7 %
Gemini 3.5 + MCP
13.7 % baseline
Full benchmark data
Pareto frontier: accuracy vs cost per question
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CovaSyn for CMC and formulation: ICH stability, Arrhenius, shelf life, design of experiments, solubility, formulation | CovaSyn