App Intelligence Tools in 2026: Coverage and Costs

Before buying app intelligence, write down the decision you need to make. Estimating a category’s revenue, finding competitors’ creatives and monitoring your own portfolio require different datasets. A low entry price can cover only one of those jobs.

We use Sensor Tower for client benchmarking. The comparisons below draw on documented product coverage and public pricing checked on October 9, 2026. They do not establish a provider accuracy ranking.

What app intelligence can tell you

Providers combine sources such as store listings, panels, partner data and statistical models. Some fields are observed, such as a listing title. Others, such as competitor downloads or active users, are estimates. Availability and reliability vary by market and metric; even relative rankings can be uncertain for small apps or thinly covered segments.

Your own analytics and billing records answer different questions. A mobile measurement partner (MMP) attributes your app’s measured outcomes under defined rules. App intelligence helps investigate the wider market. Neither an observed competitor ad nor an estimated download increase proves that competitor’s campaign is profitable.

Check the definition behind revenue. A dataset covering paid downloads and in-app purchases may exclude advertising revenue, web subscriptions or physical-goods sales. Comparing it directly with a company’s total revenue would misstate the opportunity.

The ownership changes that affect your shortlist

• data.ai is part of Sensor Tower. The March 2024 acquisition announcement confirms ownership. The current data.ai entry page points visitors to Sensor Tower. Ask which historical datasets, exports and product access are available today; the acquisition alone does not prove that every legacy feature migrated unchanged.
• AppMagic also belongs to Sensor Tower. The May 12, 2026 announcement positions it as a dedicated offering for smaller and growing app businesses. Comparing the two products can still be useful, but they are no longer independent vendors.
• App Radar is offered by SplitMetrics. Its current product page emphasizes keyword research, competitor listings and app store optimization (ASO). It addresses a different job from a broad market-sizing dataset.
• Storemaven is a historical store-testing name. Zynga acquired it in September 2022. That announcement is not confirmation of a current third-party subscription. Verify a current product offer before including it in procurement.

Compare the product and the bill

The dollar amounts below are US dollars. Monthly subscriptions and annual commitments are identified separately.

Appfigures illustrates why the entry price can mislead. Its $9.99 Connect plan is in Analytics & ASO. Scout sits in a separate Market Intelligence range, while the page lists additional download and revenue research capabilities in higher tiers. Confirm the exact apps, estimates, history and exports in your package. A low-cost own-app reporting plan does not establish access to a full competitor dataset.

AppTweak’s billing period matters. The explicit USD page lists annual ASO charges of $949 for Essential, $3,590 for Grow and $6,590 for Grow Plus. The displayed $79/$299/$549 monthly equivalents are rounded annual-plan figures. Budget with the annual invoice amount. Market Intelligence and the API have their own subscriptions. Our AppTweak guide covers those distinctions.

For enterprise pricing, a third-party contract range cannot tell you the price of your required dataset. Our Sensor Tower guide explains the questions to include in a scoped quote.

Choose by the decision the data must support

For market entry, compare the same category, countries, stores and historical period. Ask how the provider handles small apps, missing observations and changes to its model. Validate several known examples where you have permission to use first-party results. One close match does not validate an entire market.

For competitive advertising research, request the networks, countries and creative formats you actually buy. A captured creative establishes that the vendor observed it. An impression or spend estimate needs its own definition, coverage and date range. It does not reveal the advertiser’s conversion rate or profit.

For ASO, prioritize keyword coverage, listing history, localization and export limits. AppTweak, Appfigures, MobileAction and App Radar are relevant candidates. For games research, test AppMagic’s classifications and Sensor Tower’s gaming datasets against your actual subgenre. A familiar category label can contain very different business models.

For own-portfolio reporting, first check what you already receive from store consoles, billing systems and analytics. Pay for competitor data when a recurring decision requires it. Our mobile app KPI guide helps define the measures before choosing a dataset.

What our September store-data check shows

The September 14, 2026 version of this guide reported five queries through DataForSEO’s App Data search API: “idle rpg”, “habit tracker”, “language learning”, “running tracker” and “note taking”. The scope was US storefronts, English, with 30 results requested for each query on each store. It reported 624 returned listings: 124 for Google Play and 500 for the App Store, which returned 100 per query despite the 30-result request. These are historical reported observations, not a fresh rerun or a count of unique competing apps.

The raw responses were not available for this review, so the percentages below have not been independently recalculated. The reported field coverage was:

The earlier article inferred a universal App Store cap from its 100 results per query. That conclusion was too broad. DataForSEO’s current Apple search documentation describes processing in batches of 100, with configurable depth up to 700. A returned page size is not a census of competing apps.

Missing fields in that sample also cannot establish what the underlying store or another provider makes available. DataForSEO documents search-result fields and separate app-information responses. Vendors can use other endpoints, cached records and additional sources. The sample does not prove that each richer row requires an extra live request.

The report also noted different rating precision: one decimal in its Google Play results and examples such as 4.84259 from the App Store. More decimal places do not establish greater accuracy. Store populations, rating definitions and collection times still need to match before interpreting a small difference.

The useful buying question is therefore specific: for each field in the proposed export, what is its source, definition, coverage and refresh interval? Ask for sample rows for your actual apps and markets, including missing values. That is more informative than a vendor-wide accuracy slogan.

What to confirm before subscribing

Put the required countries, stores, dates, apps, seats, exports and API access in one brief and give the same scope to each shortlisted provider. Confirm whether the contract allows internal analysis, client reporting and any intended redistribution. Compare the total commitment, including add-ons, with the frequency and value of the decision you will make.

Our mobile app marketing services include competitor benchmarking, market sizing and acquisition research. We can help turn a defined market question into an analysis with the data’s limits made clear.