Applied AI research
Evaluate AI where it can improve a real task.
Deterministic calculations and file processing remain the product core. We introduce AI only where it can improve understanding, organization, or efficiency and where accuracy and data handling can be explained.
ProductCurrent capabilityResearch directionExpected value
01AmortiFlow
Loans, tax, income, investing, and savings calculations
Research how AI can organize user goals and constraints, then explain scenario differences on top of deterministic calculations.
Move from a payment result toward a clearer, reviewable planning comparison.
02PDF Calm
PDF merge, split, compression, OCR, and page organization
Research document structure recognition, extraction, summaries, and classification while keeping external-model data flow explicit.
Reduce repetitive document handling and make important information easier to locate.
03CalcMatter
Dates, percentages, discounts, and unit conversions
Research natural-language input and calculator selection while deterministic formulas remain responsible for final results.
Make everyday calculations easier to start, understand, and verify.
04PixelFormat
Image conversion, WebP output, and batch processing
Research AI background removal, subject detection, smart crop, enhancement, and repeatable batch workflows for publishing tasks.
Prepare images closer to their intended use without replacing the existing conversion workflow.
05CodeKit
Generate, scan, validate, and export QR codes and barcodes
Research use-case-based content setup, scan explanations, and batch labeling while preserving coding and security boundaries.
Reduce setup work and make encoded information easier to inspect before use.
Long-term technology directionBuild reusable capabilities for intent understanding, content processing, and result explanation, while each product retains its specialist function, accuracy requirements, and data boundaries.