App Overview

AI Wallet: LLM Cost & Advisor icon

AI Wallet: LLM Cost & Advisor

Efat Md. Minhaz Siddiquee · Developer Tools

Stop guessing AI costs

Free · In-app purchases

PRICE
Free
In-app purchases
BUSINESS MODEL
Freemium
No overall Grossing estimate available
RATING
5.0
2 ratings · Top 5%

Evidence scope: No current overall US chart position is available. Category-chart positions shown in discovery are a separate scope. Revenue is a directional model estimate, not verified earnings.

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A product spec, screen plans, and build steps for your coding agent.

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What's included15 files

A product spec, phased build plan, differentiation notes, and screen references.

  • START_HERE
  • AGENTS
  • EVIDENCE
  • SPEC
  • BUILD_PLAN
  • DIFFERENTIATION
  • skills/
  • screens/
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Illustrative example: an invoice app for independent contractors. Your kit is tailored to the app you choose; this is not its generated content.

Feature spec

Goal: Send a clear invoice after finishing a job.

  • Add a client, line items, a due date, and payment instructions.
  • Preview the total before exporting a PDF.
  • Keep an editable draft if export fails.

Screen plan

Invoice editor: Client at the top, editable line items in the middle, total and preview action at the bottom.

States: Empty draft, validation errors beside each field, exporting, and a retry action that preserves the draft.

Differentiate and validate

Hypothesis: Contractors need faster repeat invoices more than more templates.

First experiment: Test duplicating a previous job with five contractors. Watch where they hesitate before expanding the feature set.

The full kit adds a phased build plan, evidence notes, tool prompts, and implementation guidance. It is a plan for your coding agent, not a finished app.

Usage: Mechanics are fair game; never reuse the original name, branding, assets, or verbatim copy.

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> SELECT BUILD PLATFORM:

Good fit for mobile-first iOS and Android prototypes with managed app scaffolding.

// RORK SYSTEM PROMPT
Rork plan preview for AI Wallet: LLM Cost & Advisor: map the core Developer Tools workflow, choose the smallest differentiated feature set, define the data and monetization boundaries, then prototype the riskiest user journey first.
            

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Opportunities

AI-GENERATED OPPORTUNITY HYPOTHESES

These are generated suggestions, not verified review quotations. Check current App Store reviews and speak with users before treating a possible gap as a requirement.

Hypothesis 1

Enhance analytics with more detailed graphs and recommendations.

Assumption to check: Limited insights and analytics features compared to competitors

Validate with people who use this workflow before building.

Hypothesis 2

Allow users to set custom alerts for cost thresholds.

Assumption to check: Lack of customizable notifications

Validate with people who use this workflow before building.

Hypothesis 3

Implement local storage for offline access.

Assumption to check: No offline access to cost data

Validate with people who use this workflow before building.

Hypothesis 4

Simplify UI with cleaner layouts and better spacing.

Assumption to check: User interface can feel cluttered

Validate with people who use this workflow before building.

App evidence

Original App Store material. Ratings and screenshots describe the existing app, not proof of demand for your version.

App Store description

Stop guessing AI costs. AI Wallet shows you exactly which LLM API saves you the most money with a smart advisor that recommends the best model for your use case. Compare 10+ models including GPT-5, Claude, Gemini, DeepSeek, and Qwen. Calculate real costs, simulate usage at scale, and audit your AI subscriptions for hidden overlap. FEATURES API Cost Calculator Enter your tokens per request and daily volume. See real-time cost comparisons across major AI models sorted by lowest cost. Smart Recommender Choose your use case such as chatbot, coding, content creation, or summarization and select a priority like cheapest, balanced, or best quality. AI Wallet recommends the top models with clear explanations. Usage Simulator (Pro) Simulate AI costs for 1K, 10K, or 100K users and instantly compare pricing across providers. Subscription Audit Add your AI subscriptions including ChatGPT Plus, Claude Pro, Cursor, or Midjourney. AI Wallet detects overlapping services and shows where you can save money. Billing Tracker & Renewal Alerts (Pro) Track renewal dates for all your AI subscriptions and receive reminders before charges renew. Works Offline Pricing data is cached locally so you can compare models and calculate costs without an internet connection. PRICING DATA AI Wallet updates model pricing weekly using public provider information. Pricing is provided for estimation purposes only and may change at any time. AI ADVISOR DISCLOSURE The Smart Recommendation feature uses Anthropic Claude API to generate model suggestions. Only the selected use case and preference settings are sent. No personal information is shared. PRO SUBSCRIPTION AI Wallet Pro includes: * Full access to all models * Usage Simulator * AI recommendation explanations * Unlimited Subscription Audit entries * Billing Tracker with renewal reminders * Home screen widget * CSV export Subscription Options: Weekly: $4.99 per week Annual: $29.99 per year Payment will be charged to your Apple ID at confirmation of purchase. Subscription renews automatically unless cancelled at least 24 hours before the end of the current period. Manage subscriptions anytime in iOS Settings. Terms of Use https://aptnotion.com/ai-wallet-terms-of-use/ Privacy Policy https://aptnotion.com/ai-wallet-privacy-policy/ Contact [[email protected]](mailto:[email protected]) PRIVACY * No account required * All personal data stays on your device * No personal data sold or shared with advertisers AI Wallet is an independent app and is not affiliated with or endorsed by OpenAI, Anthropic, Google, DeepSeek, Qwen, or any other AI provider.

Written user reviews are not shown here. Check current App Store reviews >

Screenshots

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Build scope

Plan a focused first version with your coding agent. These are planning assumptions, not a delivery guarantee.

Define the first version

Choose one audience and one core workflow. Use the kit to agree on its screens, data, and acceptance criteria before building.

Set boundaries

Decide which secondary features, integrations, and platform support can wait. Your version does not need to reproduce everything in the original.

Check the hard parts

Validate external services, specialist technology, data access, and ongoing costs for your chosen scope.

SUGGESTED BUILD STACK
React Native
Expo
Supabase
Formik
React Navigation
React Native Reanimated
BUILD KIT DIFFICULTY
Starter

From the Build Kit assessment.

A reliable timeline needs an agreed scope and a technical check. Ask your agent to estimate the phases in BUILD_PLAN.md after that review.