Bleak bleak ai
Reviews

Honest reviews, scored

Every page scores AI on five dimensions with one falsifiable verdict. Two formats: "AI for [role]" pages and "[X] vs [Y]" comparisons.

AI for [role]

AI for Technical writers: what actually works in 2026

AI for technical writers in 2026: what Claude, ChatGPT, Jasper, and Mintlify actually get right, and where they invent API details.

3.6

AI for Customer support managers: what actually works in 2026

AI for customer support managers in 2026: Intercom Fin and Zendesk AI cut triage time, but refund and account edge cases still need a human.

3.4

AI for product managers: what actually works in 2026

What AI actually does for product managers in 2026, scored on five dimensions: where it saves a day a week and where it quietly fails.

3.4

AI for data engineers: what actually works in 2026

What AI actually does for data engineers in 2026, scored on five dimensions: where coding agents earn their keep and where silent failures cost you.

3.2

AI for Sales engineers: what actually works in 2026

AI for sales engineers in 2026: ChatGPT, Claude, Gong AI, and Tome speed up demos and RFPs, but still get technical specs wrong.

3.2

AI for UX researchers: what actually works in 2026

AI tools for UX research, reviewed: Dovetail AI, Looppanel, ChatGPT and Claude tested on real session synthesis. Verdict: 3.2 out of 5.

3.2

AI for Compliance Officers: what actually works in 2026

AI for compliance officers in 2026: what ChatGPT Enterprise, Claude, Harvey, and Compliance.ai actually catch, and where they still miss.

3

AI for Recruiters: what actually works in 2026

AI for recruiters in 2026: what LinkedIn Recruiter AI, HireVue, ChatGPT, and Claude actually do well, and where they fail candidates.

3

AI for Financial analysts: what actually works in 2026

AI for financial analysts scored 2.8/5. ChatGPT and Perplexity speed up research, but neither audits your Excel model.

2.8

AI for paralegals: what actually works in 2026

What AI actually does for paralegals in 2026, scored on five dimensions: real savings in document review, and why citations still cannot be trusted.

2.8

[X] vs [Y]

Devin vs Claude Code in 2026: honest comparison

Devin vs Claude Code compared on reliability, workflow fit, and context handling. Claude Code wins 4.2 to 2.2 in my tests.

Devin 2.2 vs 4.2 Claude Code

Jasper vs Claude in 2026: honest comparison

Jasper vs Claude for writing: Claude holds context across long docs, Jasper wins on brand templates. Scored comparison for 2026.

Jasper 2.6 vs 4.2 Claude

GitHub Copilot vs Cursor in 2026: honest comparison

GitHub Copilot vs Cursor in 2026: Cursor wins multi-file context and agent reliability, Copilot wins editor flexibility and price.

GitHub Copilot 3.4 vs 4 Cursor

ChatGPT vs Claude in 2026: honest comparison

ChatGPT vs Claude scored on five dimensions by a named reviewer who uses both daily: breadth vs depth, and when each one wins in 2026.

ChatGPT 3.6 vs 3.8 Claude

Cursor vs Claude Code in 2026: honest comparison

Cursor vs Claude Code scored on five dimensions by a named reviewer: which one ships real work in 2026, and where each breaks.

Cursor 3.6 vs 3.8 Claude Code

LangGraph vs CrewAI in 2026: honest comparison

LangGraph vs CrewAI scored on five dimensions by a developer who has shipped agents with both: control vs speed, and when each wins.

LangGraph 3.4 vs 3.8 CrewAI

Windsurf vs Cursor in 2026: honest comparison

Windsurf vs Cursor scored on five dimensions by a named reviewer: momentum, agents, pricing, and which AI IDE to pick in 2026.

Windsurf 3.2 vs 3.8 Cursor

Perplexity vs ChatGPT in 2026: honest comparison

Perplexity vs ChatGPT compared on citations, memory, and workflow fit. Perplexity cites sources by default, ChatGPT often does not.

Perplexity 3.6 vs 3.4 ChatGPT

v0 vs Bolt in 2026: honest comparison

v0 vs Bolt in 2026: v0 wins on output reliability and failure transparency, Bolt wins on scaffolding speed for full apps.

v0 3.6 vs 3 Bolt

Notion AI vs Coda AI in 2026: honest comparison

Notion AI vs Coda AI: Coda AI wins 3.4 to 3.2. AI columns ground answers in table data, while Notion AI still guesses across databases.

Notion AI 3.2 vs 3.4 Coda AI