Answer in brief
Build an MMP shortlist by writing down your constraints first: the ad channels you buy, your monthly budget and who will do the setup. Turn those into three or four must-haves, remove every vendor that fails one of them using only public pages, and trial the two or three that remain. A shortlist longer than three usually means the must-haves are too loose.
Start with your constraints
A shortlist is the result of cutting, so you need something to cut with. Before you open a vendor page, write three lines.
- Channels. Every ad platform you buy from now, and any you plan to add within a year.
- Budget. The most you will pay per month for measurement, and whether you can sign for a year.
- People. Who installs the SDK, who builds links, who reads reports. On a small team this may be two people.
These three lines decide more than any feature grid. A team with one developer and four channels has a different shortlist from a team with a data engineer and twenty.
The five steps
- Collect the long list. Take names from a published list such as the six on our home page, from founders you know, and from the partner pages of the ad platforms you use. Do not judge yet.
- Write three or four must-haves. Each one must be a yes-or-no test that follows from your constraints. "Connects to all my current channels" is a test. "Good reporting" is a wish.
- Cut on public facts. Check each vendor's own plan and pricing pages against your must-haves. If a page does not answer the test, mark it unknown and send one email. Reading a plan page line by line helps here.
- Rank what is left on nice-to-haves. Now the softer points count: report layout, documentation quality, how fast support replied to your email.
- Trial the top two or three with real traffic. A trial with no ads running proves little. Know what to verify in a trial before day one.
Must-haves that work as tests
The table shows how a vague need becomes a test you can settle from a vendor's own pages.
| Vague need | Yes-or-no test |
|---|---|
| Affordable | The plan I would start on has a public price at or under my monthly limit. |
| Works with our ads | Every channel on my list is integrated in that same plan. |
| Easy to start | I can sign up and install the SDK without a sales meeting. |
| Handles links | Deferred deep links are in that plan and not an add-on. |
| Safe from fake installs | Fraud filtering is in that plan and not in a higher one. |
Apply every test to the plan you would actually buy. A feature on a product page may sit in a higher tier, a pattern covered in capabilities often outside an entry plan.
Mistakes that make a shortlist useless
Scoring before cutting. A weighted spreadsheet with twenty criteria lets a vendor that fails a must-have win on points. Cut first, score second.
Listing features you will not use this year. Planning for an imagined future team makes every enterprise plan look necessary. Choose for the next twelve months and check that moving up or moving out is possible later.
Treating a demo as a trial. A demo shows sample data in a tidy account. Your own SDK install, links and campaigns are the only real test.
Forgetting what the tool leaves out. If your real question is about product behaviour or messaging, read what an MMP does not do before you compare any vendors at all.
What to do next
When you are down to two or three names, send each one the same ten questions so the answers can be compared side by side.
Questions and answers
How many MMPs should be on a shortlist?
Two or three. Each trial needs an SDK install and real traffic, so a small team cannot test more than that properly. If more than three vendors pass your must-haves, add one more must-have and cut again.
Should I trust a published ranking of MMPs?
Use it as a starting list of names and check who wrote it and what criterion it used. A ranking answers its author's question. Your own channels, budget and team decide which vendor fits you.
Continue reading
Guide
Ten questions to ask every MMPTen questions to put to every mobile measurement partner, grouped by cost, coverage, data and exit, with what a clear answer looks like for each.
Guide
What an MMP does not doAn MMP attributes installs and events to ads. It does not buy media, analyse product behaviour, send messages, store your warehouse or fix a weak offer.
Guide
Do you need an MMP at all?You need an MMP once you pay for app installs on more than one ad channel. Before that, store consoles and each platform's own reports are usually enough.
Guide
Why deep linking and attribution are bought togetherDeep linking and attribution use the same link, the same SDK and the same install match. Why teams often buy them from one vendor, and when to split them.
Guide
Ad fraud prevention: what it is and when it mattersWhat mobile ad fraud prevention does, the four common fraud types it looks for, and how to tell whether a small app team needs it yet.
Shortlist
Best MMPs: a shortlist of six and who each one suitsSix mobile measurement partners, what each is known for, and who each one suits, with every fact linked to the provider's own page.
Cite this page
Airbridge. “How to build your own MMP shortlist.” bestmmps.com. Reviewed 2026-11-10. https://bestmmps.com/how-to-build-a-shortlist