How we research, review, and update every page.

Articles are written by the Codivox engineering team - senior engineers who ship products for a living, not dedicated content writers. If a sentence says something works a certain way, it’s because we’ve shipped it that way on client projects.

Every published piece is reviewed by Inzimam Ul Haq, founding engineer, who signs off on accuracy before the page goes live. His name is on every byline as reviewer because he’s the person accountable for what Codivox publishes.

Our primary sources, in priority order:

1. Direct experience on client engagements. Case study metrics, timelines, and budget ranges come from real projects we’ve shipped. We anonymize or aggregate where required by client NDAs, but the numbers are real.
2. Primary source documentation. For tool comparisons, pricing, and capabilities, we read the official docs and pricing pages directly. Secondary summaries are checked against the source.
3. Hands-on testing. For tool pages and comparisons, we use the tools on real tasks before writing. If we haven’t used it recently, we say so.
4. Public benchmarks and research. Where we cite industry statistics, we link to the original study or dataset, not a blog that cites a blog.

Tool pricing and feature sets change fast, especially in AI coding. We re-check all tool comparison and tool use-case pages at least once a quarter, and within 30 days of a major announcement from any tool we cover. Pages show a visible Updated date reflecting the last review.

When a price or feature claim changes materially, we update the page the same week and push an IndexNow ping so Google re-crawls within hours instead of weeks.

We get things wrong sometimes. When we do, we fix the page and add a short correction note at the bottom with the date of the change. We don’t silently edit factual claims.

We have no paid relationships with any of the AI coding tools we compare. We’re not paid by Lovable, Cursor, Replit, Bolt, Copilot, Kiro, Antigravity, Anything, v0, or Figma to say good things about them. When we recommend a tool for a specific job, we recommend it because we’ve shipped with it on a real engagement.

If you think we’ve got something wrong, send a note to our contact page - we’ll investigate, fix it, and credit you on the correction note if you want.

We use AI as a drafting and research tool - the same way we use it in client engineering work. AI-generated first drafts get rewritten by a human engineer, fact-checked against primary sources, and reviewed before publishing. Nothing on Codivox is AI output that no human has signed off on.

The engineering team has opinions. The AI does not. You’re reading what the team thinks.