
Operator’s Notes · Current-use status confirmed for this update on 7 October 2026. Previous use is identified separately; this is not a ranking or a complete account of paid subscriptions.
AI tools for solopreneurs earn a place when they have a job I can explain. A longer list can also mean more setup, more context to move, and more places to look for the last decision. I would rather keep the working system small enough to understand.
For the current period, ChatGPT is my primary AI environment. I have also used Claude Code first-hand in the past. That history informs how I assess technical workflows, but it is not a claim that Claude Code is a current daily tool or active subscription. There is not enough confirmed current-use evidence here to present a larger active toolkit.
For the dated status record, see Current Toolkit. It separates confirmed current use from previous first-hand use.
ChatGPT — currently used as the primary AI environment
The job: The documented use includes writing, brainstorming, organizing research, and thinking through decisions. I want help shaping material and making choices easier to see; I still own the project and the final conclusion.
- Why it earns a place: It provides a place for the language and decision work I already do, rather than requiring a separate product for every variation of that work.
- What it does not replace: Opening factual sources, keeping durable project records, or reviewing consequential actions.
- Friction to account for: Supplying useful context, checking the output, correcting a draft, and recording the final decision outside a conversation when it matters. Include that effort when judging whether a task was helped.
- When a simpler option is enough: A short note, checklist, or direct edit may be quicker for a clear, small task. A question with one authoritative answer may only need the original source.
This describes the role and reported use, not a promise about every available feature or a particular model or plan. The AI research workflow and claim ledger show where verification belongs.
Claude Code — previously used first-hand
The job: My previous Claude workflow used Claude Code in a local terminal for files, commands/scripts, and parts of technical website work. Browser-related steps used automation and tooling around that setup.
- Why it earned a place: That environment was useful when the task moved from discussion into a sequence involving project files and execution.
- What it did not replace: Clear instructions, permission boundaries, checking the result, and review before consequential changes.
- Friction to account for: A technical workflow has surrounding setup and context to maintain. Evaluate that whole arrangement, not just the model’s response.
- When a simpler option is enough: A repeatable, fully specified action may be better handled by an ordinary script; a small one-off change may only need a manual edit.
Status boundary: Past first-hand use is established. Current subscription, current frequency, model, and plan are not established here. None is implied by inclusion in this article.
Give a tool a job before giving it a subscription
Use this keep-or-remove test on a recurring task you actually have. The questions are a decision framework, not a claim that these products have been timed against each other.
- Name the work it replaces. “Useful for productivity” is too vague. “Turn my checked notes into a first draft” gives you a result to assess.
- Name the benefit. Does it remove recurring work, reduce the effort of restarting, improve checking, consolidate information, or enable work you otherwise could not reasonably complete?
- Count the whole loop. Include setup, moving context, reviewing output, corrections, and maintenance. A quick generated draft is not a saving if rebuilding it takes nearly the original effort.
- Compare with what is already available. Try an existing tool, a manual checklist, or a simple script as the baseline. A second environment needs a distinct reason to exist.
- Make a keep, pause, or remove decision. Keep it for a recurring benefit you can identify. Pause if there is no current job. Reject it if overlap or maintenance outweighs the benefit, or its cost is not justified by the work.
A copyable tool decision card
Use these prompts after a normal task, rather than judging only the first demonstration.
Recurring job: What work needs doing?
Current baseline: How is it done without another tool?
Proposed role: Which step would this tool change?
Observed benefit: What improved in the actual work?
Full cost: What setup, checking, corrections, maintenance, and subscription cost remain?
Boundary: Which decisions or actions still require review?
Decision: Keep, pause, or remove—and when to reconsider?
Illustrative decision, not a usage report: If an assistant helps organize checked research notes but citations still need opening, assign it the organizing job. Do not count verification as work it removed. If another tool duplicates that job without a clear benefit, there is no reason to add it just to fill a category.
Keep the project bigger than the tool
I want important context somewhere durable enough to reuse when the tool changes. A small work-documentation system can hold the current state, decisions, and next action without relying on one conversation.
For attention lost between overlapping tools, examine context switching. For recurring charges, use a subscription audit. Neither requires building a bigger AI stack. The useful outcome is a role that remains worth its cost after the novelty has gone.
Updated 7 October 2026: changed the title to distinguish current and previous use, identified ChatGPT as the current primary environment and Claude Code as historical use, and added a tool decision framework and card.
