Closed beta · For serious app builders

Find better app bets before you build.

AppSniper scans App Store signals and gives you a structured decision: BUILD this opportunity, WATCH the market, or KILL the idea before you waste a sprint on it.

Join the waitlist See a sample decision

Currently in closed beta while we prove the engine on real native app bets. Access opens slowly to serious builders and studios.

OPPORTUNITY ANALYSIS

Invoice Scanner & PDF Tools · Utilities

Search Accessibility HIGH

Monetization Signal STRONG

Incumbent Defensibility LOW

Category Saturation MEDIUM

Building apps is faster than ever.
Choosing which app to build is still mostly guesswork.

Scattered signals, no verdict

Review sentiment, keyword data, revenue estimates, and competitor health live in separate tools. Teams make bets on whichever signal they looked at last, with nothing synthesizing it into a decision.

The adversary case goes unasked

A growing keyword or thin incumbent looks like a green light. Without a structured counter-case, the strongest reasons not to build never get surfaced before the sprint starts.

Kill decisions come too late

Most teams discover the thesis was wrong 6 to 12 months after committing engineering time. Without a structured pre-build decision, the same mistake repeats across every new idea.

Process

How AppSniper works

Five steps from app market signal to BUILD / WATCH / KILL decision.

Surface

AppSniper scans native app categories for opportunities with real demand signals, specific user pain, and weak or vulnerable incumbents.

Score

Each opportunity is scored across six criteria: search demand, monetization signal, incumbent strength, category saturation, trend direction, and execution fit.

Decide

You get a structured BUILD / WATCH / KILL verdict with the full evidence stack. Every signal tagged by how it was measured.

Plan

BUILD decisions come with a Bet Pack: a suggested v1 scope, core features, and KPIs to validate in the first 60 days.

Learn

AppSniper tracks how verdicts play out against real outcomes. Each result sharpens the next decision.

Verdict Framework

Every opportunity ends with one decision.

BUILD, WATCH, or KILL. No equivocation, no slide deck to interpret.

BUILD

The evidence supports committing engineering time now. Demand is real, distribution is reachable, incumbents are vulnerable. Start.

Commit the sprint →

WATCH

The opportunity is real but conditions are not clear enough yet. Monitor for 60 to 90 days, then re-evaluate against specific triggers.

Set the triggers, wait →

KILL

The structural case against building is stronger than the case for it. Kill the idea now and redirect the sprint to something better.

A KILL is a sprint saved →

Methodology

How AppSniper decides

AppSniper separates strong signals from weak ones and tells you which evidence to trust. Every finding is tagged by how it was measured.

Read the full methodology

Observed

App Store rankings, review volume, keyword positions — directly measurable

Derived

Revenue estimates, download trends, rating velocity — calculated from observed inputs

Inferred

Churn signals, paywall structure, update cadence — derived from indirect patterns

Operator-Locked

Internal benchmarks, comparable data, proprietary signals specific to you

Sample Output

What a decision looks like.

Not a presentation. A structured memo with a scored evidence stack, counter-case review, and a clear verdict your team can act on.

MEMO-2024-0041 · Productivity / Task Management WATCH

TargetFocus & Task Tracker Apps

ConfidenceHIGH

Opportunity Score61/100

VerdictWATCH

01 · Why Visible Now

Category keyword volume for "focus timer" and "task tracker" grew 34% YoY. Top incumbents show review sentiment decay on core feature reliability. However, the leading player holds a defensible review moat (4.8★, 180k reviews) that blunts new entrant viability in the near term.

02 · Evidence Stack

EVID-A · Keyword Search Volume T1 · Observed

"Focus timer" shows 14-month growth trend. Non-branded terms accessible. CPI benchmarks suggest <$2.40 blended user acquisition cost in this category.

EVID-B · Incumbent Sentiment Analysis T2 · Derived

Leading app's 1-star reviews cite sync failures and paywall friction. Recurring theme across 3 months. Positive review velocity slowed from 420/week to 180/week.

View the full sample memo

Audience

Who AppSniper is for

Built for

Indie builders deciding what native app to build next
Small studios choosing between multiple concepts or categories
App portfolio operators picking where to allocate the next sprint
AI-assisted builders who ship fast and need better target selection

Not for

Casual idea browsers
Teams looking for guaranteed winners
Enterprise analytics buyers
Anyone who needs a market size chart, not a decision

Closed Beta

Access is limited right now.

AppSniper is in closed beta. We are using the engine internally to find and evaluate native app opportunities, then opening access slowly to builders who can help us validate the workflow on real decisions.

We are not running broad signups. We are looking for builders who are actively deciding what to build next.

What we are proving

Whether the BUILD / WATCH / KILL decision framework, applied to real App Store market signals, helps serious builders make higher-conviction app bets and skip dead ends earlier.

What happens after you join

We review every signup and reach out personally if your profile matches what we are proving. We are direct about what the product can and cannot do right now.

Join the closed beta waitlist

Common Questions

FAQ

Is AppSniper launched?

No. AppSniper is currently in closed beta. We are using the engine internally to evaluate native app opportunities and opening access slowly to serious builders who want to make higher-conviction app bets.

What does AppSniper do?

AppSniper scans App Store signals — demand, user pain, incumbent weakness, search accessibility, and monetization patterns — and helps you decide whether a native app opportunity is worth building. Every evaluation ends with a BUILD, WATCH, or KILL verdict.

Is this an ASO tool?

No. ASO tools help you optimize existing apps for App Store search. AppSniper helps you decide which app to build in the first place. It uses some of the same underlying signals, but the purpose is different.

Is this an analytics dashboard?

No. AppSniper does not give you a market size chart or a keyword volume table to interpret yourself. It gives you a verdict: BUILD this, WATCH this market, or KILL this idea, with the evidence behind the decision.

Does AppSniper guarantee profitable apps?

No. AppSniper evaluates opportunity quality based on observable and inferred signals. It helps you make a higher-conviction decision before building, not a guaranteed outcome after building. A BUILD verdict means the evidence supports trying.

What is a BUILD / WATCH / KILL decision?

BUILD means the evidence supports committing engineering time to this opportunity now. WATCH means the opportunity is real but conditions are not yet clear enough to start — monitor for 60 to 90 days. KILL means the structural case against building is stronger than the case for it. Kill the idea now and save the sprint.

How does the closed beta work?

You join the waitlist. We review every signup. If your profile matches what we are trying to prove, we reach out personally. Access is not automatic. We are looking for builders who will give real feedback on whether the decisions are useful.

Why is access limited?

We are not doing false scarcity. We are limiting access because we want to work closely with builders who can tell us whether the decisions are actually useful. That requires small numbers and direct conversations at this stage.

AppSniper is a closed-beta platform that helps native app builders decide which app ideas are worth engineering time. It scans App Store signals — demand, user pain, incumbent weakness, search reach, and monetization viability — and produces structured BUILD, WATCH, or KILL decisions for specific native app opportunities. It is not an analytics dashboard, ASO tool, or AI idea generator. It is designed for indie founders, small app studios, and app portfolio operators who need higher-conviction app bets before committing a sprint. AppSniper is currently in closed beta. Access is limited to serious builders via waitlist at tryappsniper.com. Key terms: BUILD verdict means evidence supports committing engineering time. WATCH verdict means the opportunity is real but not yet ready. KILL verdict means the structural case against building is stronger than the case for it. Every verdict includes an evidence stack with signals tagged by tier: observed, derived, inferred, or operator-locked. BUILD decisions include a Bet Pack with suggested v1 scope, core features, and 60-day KPIs.