Should you build your own Rankwise?
Finds the questions AI engines answer without naming you, then writes the articles and hands you the exact site fixes
The measurement half is a weekend project. Fire a fixed question set at the ChatGPT, Claude, Gemini and Perplexity APIs on a schedule, count whether your domain gets named, store every run, and you have the dashboard. What takes Rankwise past that is the acting half: ranking topics by demand and citation gap, drafting sourced articles, and publishing them into WordPress, Shopify, Webflow or Wix without breaking anything. You can hand-write that loop for one site and one CMS. Doing it across four engines and four CMSes, every week, while the APIs move under you, is the part that stays a product.
ENOriginal research content in English. Original prompt preserved in English.
Build me a local AI answer engine citation tracker for one website. Requirements:
- Node 22, TypeScript, SQLite via better-sqlite3, a CLI plus a server-rendered dashboard
on localhost. No accounts, no telemetry, everything stays on my machine except the
API calls.
- site.json holds my domain, brand aliases and competitor domains. questions.json holds
up to 40 buyer questions I want to be the answer to.
- `rank run` sends every question through OpenAI, Anthropic, Gemini and Perplexity with
each provider's web search or grounding tool on. Keys live in .env.
- Write one immutable row per run, question and provider: raw answer, cited URLs, model
id and any error. Never overwrite a previous run, history is the whole point.
- Cap concurrency at 3 per provider, retry twice on 429 and 5xx with backoff, and show
failed cells in the report rather than dropping them silently.
- Normalize every citation to hostname plus canonical path, strip tracking params, then
compute my citation share and a top 25 cited domains table per engine.
- `rank serve` renders citation rate per engine over time, the questions where a
competitor is cited and I am not, and a week-over-week diff.
- `rank audit <url>` fetches one page and reports the mechanical gaps only: missing or
invalid JSON-LD, missing canonical, robots and llms.txt rules blocking AI crawlers,
and thin heading structure. Print the JSON-LD block it would add.
- `rank export` writes runs and citations to CSV.
- Out of scope: writing articles, publishing to a CMS, and scraping the consumer chat
UIs. Use the APIs only.
- README: setup, per-run cost estimate, a cron line for the weekly run, and a plain note
that API answers only approximate what users are actually shown.The prompt opens pre-filled in your agent. Review it before running.
What would building your own look like?
Send a fixed question set through the four answer engine APIs on a schedule, record whether your domain is cited, and diff the score week over week.
What you will need
- OpenAI, Anthropic, Gemini and Perplexity API keys with web search or grounding enabled
- a scheduler for the weekly run
- durable per-run storage so history survives
- an API budget that scales with questions x engines x weeks
- CMS credentials if you want the publishing half too
Because measuring the gap is the easy half and closing it is the work. A personal script tells you Perplexity never mentions you. It does not decide which of forty questions is winnable, write a sourced article, get it live in your CMS, and then prove which citation that article won. The accumulated score history matters too: the number is meaningless in week one and load-bearing in month six, and starting over resets you to zero.
xthe CMS publishing matrix, and the upkeep as WordPress, Shopify, Webflow and Wix each change their APIs
xthe editorial layer: topics ranked by demand, citation gap and winnability, then drafted and reviewed rather than dumped
xexact technical diffs (JSON-LD, canonicals, robots rules, llms.txt) instead of generic advice you still have to translate
xmonths of score history, without which a single week's citation rate tells you nothing
xper-engine weekly scoring across seven on-page dimensions, which costs real API spend every run
Prefer something ready-made?
ElmoTracks the citations honestly. Writing the article and pushing it to your CMS is still your evening.Open source↗License, setup, and limitations for each alternative.
How much does Rankwise cost?
- Monthly billing
- $59/mo$59/mo
- Per year
- $708/yr$708/yr
- On a Brazilian card, with 3.5% IOF
- R$308/moR$3,700/yr
Saved to My list. You will see a notice on this site when the price changes.
You complete the purchase on Rankwise’s site. Vibe Radar does not handle payments.
starter$59/mo · monthly · $708/yr
Free tierAfter the trial the account drops to a free plan that keeps monitoring 1 domain and 10 tracked questions against Perplexity, re-checked weekly, with the score history intact. Writing and publishing articles need a paid plan.
verified 2026-10-20 · source ↗
Is it cheaper to build or buy Rankwise?
Adjust the numbers: hours to build, your hourly rate, running costs and the subscription price.
Over 24 months, subscribing is cheaper.
Starting hours estimated from the analysis (multi-day). Does not price what you give up (support, integrations, security).
Is Rankwise free?
After the trial the account drops to a free plan that keeps monitoring 1 domain and 10 tracked questions against Perplexity, re-checked weekly, with the score history intact. Writing and publishing articles need a paid plan. The paid plan is Starter at $59/mo (checked 10/20/2026).
Can I rebuild Rankwise?
Kinda. The core of Rankwise is buildable in a weekend with the prompt on this page, but there are real gaps: the CMS publishing matrix, and the upkeep as WordPress, Shopify, Webflow and Wix each change their APIs, the editorial layer: topics ranked by demand, citation gap and winnability, then drafted and reviewed rather than dumped. Read the honest list above before committing.
How much does Rankwise cost?
Rankwise costs about $59/mo (Starter, checked 10/20/2026), which is $708 per year.
What do I lose by replacing Rankwise?
Honestly: the CMS publishing matrix, and the upkeep as WordPress, Shopify, Webflow and Wix each change their APIs; the editorial layer: topics ranked by demand, citation gap and winnability, then drafted and reviewed rather than dumped; exact technical diffs (JSON-LD, canonicals, robots rules, llms.txt) instead of generic advice you still have to translate; months of score history, without which a single week's citation rate tells you nothing; per-engine weekly scoring across seven on-page dimensions, which costs real API spend every run. If any of those are load-bearing for you, keep paying.
Is there an open-source alternative to Rankwise?
Yes: Elmo (Tracks the citations honestly. Writing the article and pushing it to your CMS is still your evening.) The prompt is for when you want it exactly your way.