Ask what your buyers ask
Save the exact question. Repeat it with the same market, language, AI model and search settings. Compare the answers.
Managed AI Search · Rankfor.AI
Your buyers ask AI who to choose. We help improve the information AI can find about your company.
One product. One priority market. One language. 90 days.
You approve the facts. We check AI answers, write content, arrange publishing and check again.
US$5,990for your first quarterUS$1,500 setup included.
The real bottleneck
Another dashboard can tell you that your brand is missing. The research, writing, publishing and follow-up still land on your team.
Rankfor takes responsibility for this work.
Another dashboard? Another job for your team.
Meet AI Search, managed for you.
Buyers ask AI to find providers, compare options and check claims.
What do we need?
Which providers fit?
How do they compare?
Can we trust their claims?
Let’s agree the next step.
Rankfor works on the answers that shape the shortlist.
Buyers move between AI, search, reviews and brand websites.
One priority. One responsible team.
Save the exact question. Repeat it with the same market, language, AI model and search settings. Compare the answers.
Check which companies AI names and which sources it shows. Agree what to add or correct, who will do it, who approves it and when to decide.
Write content using facts you approve. Publish it on the agreed company website or through other channels agreed separately.
Ask again. See what changed.
Repeat the same question. Save the results and decide what to keep, change or stop. A changed answer alone does not prove our work caused it.
We track requests from AI bots and page views from links in AI services.
Page views from AI links
across the whole site
AI-bot requests
across the whole site
Kärkimedia dashboard, observed 14 September 2026. Changes in the latest 90 days compared with the preceding 90 days, across the whole tracked website. Measures: AI-referrer page-view events and AI-bot pixel requests.
Start with a real business need
Launching something new? Changing your offer? Correcting old information? We turn your brief into a plan you approve.
Your brief
“We are launching a new service. Help buyers understand when to choose it.”
What Rankfor takes on
Find the questions buyers ask. Check how AI describes your type of product. Write explanations and comparisons you approve, publish them and track the agreed results.
The intelligence behind the work
We use buyer-question research and source analysis to decide what deserves attention. Our research includes 1.03 million synthetic buyer personas containing 5.16 million modeled search queries.
Logged model calls for generation, analysis and embeddings. Failed and retried attempts excluded.
Verified across live response stores after removing identical answer text.
Unique answer-text and cited-URL pairs in those live response stores.
Production snapshot: 24 September 2026. Research queries are modeled attributes, not executed prompts. Counts below describe separate stores and units; they are not added into a single inflated total.
| Evidence | Verified count | Meaning |
|---|---|---|
| Successful model requests | 2,415,387 | Completed request-ledger records, 3 March to 24 September 2026. Includes generation, analysis and embeddings; not a count of buyer-facing answers. |
| Production prompt texts with answers | 40,792 | Distinct text strings; repeat executions count separately as responses. |
| Production stored answers | 71,592 | Distinct answer text across current and legacy stores. Identical text is conservatively collapsed. |
| Production citations | 252,001 | Unique answer-text/URL pairs; 90,146 unique URL strings. |
| Answer Trail source references | 167,141 | Run/probe/URL references in a separate workflow, reported separately. |
| Audited research responses/cells | 86,204 | Lower bound over four separately collected research corpora. |
| Cross-market research citations | 167,551 | URL-grounded citation uses, separate from response counts. |
| PersonaGen research | 1,031,732 personas | Synthetic personas containing 19,416,821 structured behavioural attributes. |
Research and production may overlap. No combined all-time unique-response total is claimed. Research methods: PersonaGen-1M paper. Measurement notes are included on this page.
About Rankfor.AI
“If you want your company to show up correctly and stand out in the AI search era, Rankfor.AI is the tool for it. The tool provides so much insight, and the support has been amazing as you can genuinely feel they want you to succeed.”

Aksel Kirikal
Marketing and Communications Manager, Ridango
“I did not think this was a world we existed in, but this makes so much sense.”
Rick de Jager · Mavenblue
Reaction during a Rankfor demonstration, 20 August 2026.“It's good to have cooperation with you guys who know better than us. This is a new field for us, so we have to learn.”

Tuomas Timonen
Team Lead, SEO, PPC & Analytics, Verkkoasema Oy
“You explain why, and what needs to be done.”

Denis Radiuk
CEO, Soily.World
“You speak really smartly and you inspire trust. What you're showing me is mind-blowing. I'm convinced we need to go in this direction.”

Tomasz Pawlak
CEO, Bricks 4 Kidz
“This goes to a whole different level of granularity.”

Jens Sundell
CEO, Kaksio Labs
Your first 90 days
Choose the priority and record the starting results. Connect the agreed tracking tools and the website where approved content will be published. Prepare the first content.
Publish useful answers you have approved. Track access and relevant activity. Use what we learn to plan the next content.
Run the agreed checks again. Update useful content. Review what to keep, change or stop.
90-day managed AI Search
One product or service. One priority market and language. 90 days.
Price for the first 90 days
US$5,990All three months.
US$1,500 setup included.
Setup at the startUS$1,500
Day 31 · remaining balanceUS$4,490
Total first quarterUS$5,990
Agree success before you start
We agree two sets of targets before starting. One covers useful content and AI visibility. The other covers human clicks or customer conversations recorded by your team or tracking tools.
If both agreed areas fail, you choose:
The people behind the work





A 90-day managed AI Search program for one product or service, one priority market and one language. We record your starting results, research buyer questions, check sources and facts, write approved content, arrange publishing and check again. Before we start, we write down how much work is included, who does what and how we will judge the results.
You choose the business priority, share approved source material and check the facts. Your website or analytics owner helps connect the agreed tools and website. We handle research, writing, publishing support and follow-up. Before starting, we agree when your approvals are needed.
We can work alongside your agency. We use your existing SEO, PR, campaigns and approved material as a starting point. Rankfor handles the AI Search work and gives your team clear tasks and findings.
AI providers choose their own answers and sources. We improve the information they can find, repeat the agreed questions and show what changed. We measure brand mentions, cited links, requests from AI bots and human visits separately.
The first quarter starts with approved content on an agreed website your company owns. Sponsored publisher campaigns are extra. You approve their work, budget and publishing arrangements separately.
Before starting, we agree your starting results, what to measure, the targets, the work, who does what and the review date. One set of targets covers useful content and AI visibility. The other covers human clicks or inquiries. If both agreed result areas fail, you choose a US$4,490 refund or three more months of work free. Setup remains non-refundable. Any eligible refund is paid within 15 days after the review and decision.
No. US$1,500 setup is included in the US$5,990 first-quarter total. US$1,500 is invoiced at the start and US$4,490 on day 31. Setup is non-refundable. Applicable taxes are additional.
We agree the start date and work on the planning call. After 90 days, we review what to keep, change or stop. Any further work is agreed separately.
In 30 minutes, we choose one product or service, one priority market and one buyer question. We agree which facts and sources to check and what we need to find out. Dmitrij explains the 90-day service if it fits your priorities.
Bring one priority
Tell us your product, language and starting point. We will discuss what to work on in the first 90 days.