Abstract desktop workspace showing AI workflow panels and productivity interfaces.

Ryan Aditya's curated AI stack

Practical AI tools for faster work.

A focused collection of assistants, automations, and creative systems I use for research, content, analysis, and everyday productivity.

18 tools tracked
5 workflow groups
Weekly updates planned

Directory

AI tools by job

W Writing

Draft Studio

Turns rough notes into polished drafts, outlines, emails, and reusable content snippets.

Core tool
R Research

Research Desk

Collects source material, extracts useful claims, and keeps citations tied to notes.

Core tool
A Automation

Workflow Agent

Runs repeatable multi-step tasks across apps, files, and recurring business processes.

Automation
D Data

Data Analyst

Explores spreadsheets, summarizes drivers, explains visuals, and converts raw data into executive notes.

Analysis
C Creative

Visual Lab

Generates campaign images, mockups, textures, thumbnails, and concept directions.

Creative
M Research

Market Scanner

Tracks products, competitors, positioning, and changes worth reviewing each week.

Research

Loan analytics

Compare chatbot_v1 and chatbot_v2

chatbot_v1

Predefined KPI rules
chatbot_v1

Ask about KPIs, charts, dashboards, executive summaries, chart explanations, funnels, rankings, anomalies, data quality, comparisons, or performance drivers.

v1 uses predefined Python metrics and deterministic KPI rules.

chatbot_v2

Generated Python analysis
chatbot_v2

Ask flexible questions about loan_sample.csv. v2 samples the CSV, generates a safe Python analysis function, runs it against the full file, and summarizes the computed result.

v2 is experimental and validates generated Python before running it in a separate process.

Workflow

From idea to useful output

The best tools are grouped by outcome: collect context, shape the work, generate a first pass, review the result, then save the useful pieces.

  1. 01Capture source material
  2. 02Choose the right assistant
  3. 03Review and refine output
  4. 04Save reusable prompts

Contact

Have a tool I should test?

Send Ryan the name, use case, and why it deserves a spot in the directory.

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