Independent · Methodical · Dated

Tested, independent reviews of AI tools for real professional work

We are not a vendor and not a directory. We test tools where we can, date every price, and say plainly where each one fails, so you can pick the right one for your job.

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Neutral — not a vendor, not a directory Every price dated & sourced Honest-negative verdicts

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AI for Accountants Bookkeeping, tax prep, and client work, tool by tool. 8 guides → AI for Lawyers Contract review, research, and the hallucination risk. 8 guides → AI for Recruiters Screening, sourcing, and hiring compliance. 3 guides → LLM Pricing Live cross-provider API prices, dated and sourced. 5 guides →

Our point of view

When a client fact-checks you with ChatGPT

The cross-profession trust crisis no vendor covers: what to do when a client second-guesses your work with an AI answer. A verification playbook built from real practitioner threads.

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"They ran their return through ChatGPT and demanded changes that were flat out wrong."— a CPA on r/Accounting (541 upvotes, 2026)

Compare the big models

Full pricing table →

Prices last verified July 10, 2026 · via OpenRouter

Model	Provider	Input /1M	Output /1M	Context
Claude Opus 4.8	Anthropic	$5	$25	1M
GPT-5.6 (Sol)	OpenAI	$5	$30	1.05M
Gemini 3.1 Pro	Google	$3.8	$19	1M
DeepSeek V4 Flash	DeepSeek	$0.09	$0.18	128K

We test where we can

Standardized task suites per profession. Real inputs, dated screenshots, no invented results.

We date every price

Each price and stat carries a 'Last verified' date and the source we pulled it from.

We say where it fails

Honest-negative verdicts, including 'Neither, for now'. The money never moves a verdict.

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