Independent editorial on the software and infrastructure that runs modern companies.
GAX Online publishes rankings, head-to-head comparisons, buying guides, and analysis across AI infrastructure, developer tools, SaaS stacks, and B2B software. Our methodology is public. Our scores are recalculated quarterly. No vendor pays for placement — ever.
The full technology stack — from model inference to sales CRM.
We focus on the categories where switching costs are high, vendor lock-in is real, and the difference between a good and a bad buying decision costs teams six figures a year. That means going deeper than feature checklists — into pricing models, integration overhead, and what the product actually looks like eighteen months into a contract.
The rules that protect our coverage — with no exceptions.
No paid placements
Vendors cannot buy ranking positions. No "featured" badges, no sponsored categories, no pay-to-play review upgrades. Score = score.
No affiliate bias
Where affiliate links exist, they are disclosed in full. Affiliate status has zero influence on ranking position or score. The methodology document is the only input.
No NDA-gated briefings
We do not accept vendor briefings that place conditions on our coverage. All information used in rankings is either public or independently verified.
Public methodology
Every scoring rubric, weighting model, and criteria update is published at gaxonline.com/methodology. Readers can audit any score from first principles.
Quarterly recalculation
Rankings are recalculated from scratch every quarter. Products are not grandfathered. A product that was #1 last quarter earns its position again or loses it.
Timestamped corrections
Factual errors are corrected at the top of the relevant article with the correction date. Score changes are logged and reflected in the live ranking within 48 hours.
Former engineers and operators, not journalists.
Every editor on the team has shipped production software or sat in the buying seat. That background is what lets us go beyond feature lists.
Ten years as a production engineer before moving to editorial. Covers the IDE wars, AI-assisted code quality, and the developer experience economics that determine which tools actually get adopted.
Six years covering engineering org design. Focuses on the build-vs-buy question and what tooling decisions actually cost teams at Series A through IPO — in headcount, context-switching, and locked-in vendor spend.
Background in distributed systems at a hyperscaler. Covers inference markets, training compute costs, and the hardware layer underneath LLMs — from H100 spot pricing to vLLM vs TGI latency benchmarks.
Former finance ops lead at two scale-ups. Specialises in the real cost of enterprise software — the gap between list price, negotiated rate, and total contract value. The only editor who reads the full order form.
Former early engineer at a Series C SaaS company. Covers CRM economics, GTM stack decisions, and what actually moves pipeline — not what vendors claim moves pipeline in their own case studies.
We work with senior engineers and operators who have direct experience with the tools we cover.
editorial@gaxonline.com →Every score is reproducible from public data.
Rankings use a multi-factor scoring rubric across capability, pricing transparency, developer experience, ecosystem maturity, and operational reliability. Weights are published. Data sources are cited. Scores are recalculated from scratch each quarter — products are not grandfathered.
Read the full methodologyCorrections policy
Factual errors are corrected promptly. Corrections appear at the top of the relevant article with the date they were made. Score changes are noted in the article and reflected in the live ranking within 48 hours.
If you believe something we've published is incorrect, email corrections@gaxonline.com with the article URL and the specific claim in question. We respond to all correction requests within 24 hours.