Three passes. Nothing publishes that skips one.
Every roundup and comparison goes through three sequential passes. Each exposes failure modes the others miss, so we do not publish until all three are complete.
Hands-on the real job
Each tool runs the actual revenue-team task it claims to do, not a 10-minute trial. Marketing tools produce a full content brief; SEO/GEO tools audit a real target page and track a real brand; sales tools enrich a real list and build a real sequence.
Same brief, side by side
For comparisons we use identical inputs, identical starting state, and the same model versions where configurable, in separate sessions per tool. We capture real outputs, time, approvals, and any silent decisions. A real diff that survives scrutiny, never a "best of" pulled from marketing pages.
Where it loses, first
Every verdict names what the tool is bad at and who should not buy it. We write the "skip if" before the "buy if", because the negative space is what makes the recommendation trustworthy. A review without weaknesses is content marketing.
Seven dimensions, scored out of 10
Weights vary slightly by vertical (sales tools weight data accuracy higher; GEO tools weight measurement honesty higher) but the dimensions are stable across the network.
One shared brief per vertical
Each vertical has a fixed brief every tool runs, so scores compare like for like. Real outputs are kept on file.
The same content brief
Each tool produces the identical package from one source brief: a long-form post, five ad variants, and three social posts. We grade output quality, brand-voice control, editing time saved, and how the tool behaves when credits run low.
One target page, one tracked brand
Each tool audits the same target page and, for GEO tools, tracks the same brand across AI answers. We verify every visibility claim against the live engines (ChatGPT, Perplexity, Google AI) and are explicit about what a tool can and cannot actually measure today.
One ICP, one list
Data and enrichment tools run the same list and ICP; we measure match rates and field accuracy against a hand-verified sample. Sequencing and SDR tools build the same campaign; we measure setup time, deliverability controls, and how honest the "autonomy" really is.
Disclosed, so anyone can replicate it
Every commercial relationship, disclosed
- Affiliate linksMany tools run affiliate programs and we participate where they exist. We never rank a tool higher because it pays a better commission. Every review carries a disclosure bar.
- Sponsored placementsWe accept a limited number per quarter at the rates on the partner page. Sponsored content carries a visible "Sponsored" label, uses
rel="sponsored"on all paid links, and never alters organic rankings. Rankings are locked on the merits before any money is attached. - Trials and review accessWhere vendors offer extended trials or review access, we accept them for testing. The relationship is disclosed in the article and does not affect the verdict.
- Our own seatsWe pay for our own subscriptions to the tools we rely on long-term, whether or not we are reviewing them.
AI GTM tooling moves weekly. We re-test on three triggers.
- Major releaseWhen a covered tool ships a new flagship model or a material capability change (a new Jasper model, a reworked Surfer content score), we re-test within 30 days and update with side-by-side notes.
- Pricing changeWhen a tool changes pricing, credits, or tier limits (a Clay or Apollo credit restructure), we update affected articles within 7 days and flag the change.
- Reader-reported issueWhen a reader reports a factual error or stale claim, we re-verify and update within 48 hours.
Every article shows a "Last updated" date, and the full revision history is preserved in the site's git repository.
Who runs these tests
Reviews are written by Vincent Couey, founder and lead reviewer. His evidence-first background in computational toxicology and physics informs the testing standards above. Read more about Lucreya and the team.