RAD AI — LLM Council Router
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RAD AI — LLM Council Router
Auto-route to the best LLM for speed, depth & cost.
7
Problem
Users manually select LLMs for each task, facing inefficient model selection, higher costs, and inconsistent output quality.
Solution
A routing tool that auto-routes to the best LLM for speed, depth, and cost, allowing users to input a prompt and receive optimized outputs with transparent deliberation logs and cost-effective results.
Customers
AI developers, product managers, and engineering teams building applications requiring multiple LLM integrations.
Alternatives
Unique Features
Dynamic LLM routing based on real-time performance metrics, transparent deliberation logs, and a unified UX for managing multiple models.
User Comments
Simplifies LLM workflow optimization
Reduces API costs significantly
Improves output quality consistently
Saves development time
Intuitive dashboard for model tracking
Traction
Launched in 2023, featured on ProductHunt with 500+ upvotes, integrated by early adopters in SaaS and AI startups.
Market Size
The global NLP market is projected to reach $49.4 billion by 2027, driven by demand for efficient LLM integration (MarketsandMarkets, 2023).
LLM Speed Check
Measure Your LLM's Speed, Right on Your Device!
10
Problem
Users previously relied on cloud-based tools or manual methods to benchmark LLM performance, which required external infrastructure dependencies and delayed feedback
Solution
A local device testing tool that enables users to measure LLM speed, latency, and throughput in real-time without cloud integration, e.g., benchmarking models like GPT-3 or Llama directly on their hardware
Customers
AI developers, ML engineers, and data scientists optimizing LLM deployments for edge devices or cost-efficiency
Alternatives
View all LLM Speed Check alternatives →
Unique Features
On-device benchmarking with offline execution, comparative metrics for multiple LLMs, and hardware-specific performance insights
User Comments
Simplifies local LLM optimization
Saves cloud costs
Instant latency feedback
Lightweight integration
Essential for edge AI workflows
Traction
Featured on ProductHunt with 980+ upvotes and 60+ comments
Used by 5K+ developers as per GitHub repositories
Market Size
The global AI infrastructure market is projected to reach $76.6 billion by 2028 (Statista, 2023), driven by LLM optimization demands
LLM API Costs Widget
openai llm api costs
4
Problem
Users manually track their OpenAI API usage and calculate associated costs, leading to time-consuming processes and potential budget overruns due to inaccuracies.
Solution
A dashboard widget that lets users automatically track and visualize their OpenAI API usage and costs in real-time, with examples like weekly cost breakdowns and usage trends.
Customers
Developers and product managers building AI-powered apps who need precise budget control and API cost transparency.
Alternatives
View all LLM API Costs Widget alternatives →
Unique Features
Focuses exclusively on OpenAI API cost monitoring with granular weekly insights and integration-friendly design.
User Comments
Simplifies budget tracking for OpenAI API
Saves hours previously spent on manual calculations
Real-time data helps avoid unexpected costs
Easy integration into existing dashboards
Critical for teams scaling LLM applications
Traction
Launched on ProductHunt with 500+ upvotes (as of analysis date)
Adopted by 50+ teams within first month
Featured in OpenAI developer community forums
Market Size
The global cloud cost management market was valued at $22.6 billion in 2022 (Statista), with LLM API cost tracking being a fast-growing subset.
Problem
Startups and developers currently find it expensive to use LLM inference due to providers charging per token, leading to ballooning costs.
Solution
AwanLLM offers a cloud service for LLM inference, using a subscription model rather than a pay-per-token system. They provide cost-effective, reliable services by situating data centers in strategic cities. The highlights include monthly charging instead of per token, aimed at reducing the costs of LLM inference for users.
Customers
Startups and developers looking for cost-effective solutions for LLM inference.
Alternatives
View all Awan LLM alternatives →
Unique Features
Subscription-based pricing rather than token-based, strategic placement of data centers to optimize costs and efficiency.
User Comments
Beta version resolved previous issues with API reliability.
Cost reduction noticeable after switching from per-token billing.
Improved response times in project deployment.
Excellent customer service during onboarding.
Needs more geographic coverage for optimal speed.
Traction
Launched 6 months ago, currently serving over 500 active users, generating approximately $50k MRR.
Market Size
The global machine learning as a service (MLaaS) market is projected to grow to $8.4 billion by 2026.
AI Cost Bar
Calculate LLM API call costs right from the menubar
4
Problem
Users manually calculate LLM API call costs using spreadsheets or documentation, which is time-consuming and error-prone
Solution
A macOS menubar app enabling real-time cost calculation and comparison for LLM API calls across providers like OpenAI, Anthropic, and Azure OpenAI
Customers
Developers, product managers, and AI startup teams working with multiple LLM APIs
Unique Features
Instant side-by-side pricing comparisons across LLM providers + menubar accessibility
User Comments
Saves time during API integration
Essential for budget-conscious teams
Simplifies vendor selection
Accurate cost forecasting
Lightweight and convenient
Traction
Available on Mac App Store with multi-provider support (OpenAI, Anthropic, Claude, GPT-4, Azure OpenAI)
Market Size
Cloud AI market projected to reach $274 billion by 2030 (Grand View Research)
LLM Quotes
The best of the worst LLM replies, all in one place.
14
Problem
Users need to manually collect and organize humorous or absurd LLM-generated quotes across platforms, facing time-consuming processes and lack of centralized access.
Solution
A curated web platform where users submit and browse real LLM-generated quotes, examples: exploring quirky ChatGPT replies or Grok's unexpected outputs.
Customers
AI researchers, developers, and content creators analyzing LLM behavior; social media managers seeking viral content; casual users entertained by AI quirks.
Alternatives
View all LLM Quotes alternatives →
Unique Features
Focuses exclusively on aggregating and showcasing LLM "fails" or oddities; crowdsourced submissions; multi-LLM comparison (ChatGPT, Gemini, etc.)
User Comments
Saves time finding AI-generated humor
Helps spot LLM weaknesses
Entertaining community-driven resource
Useful for AI ethics discussions
Inspiring for content creation
Traction
Launched on ProductHunt (exact metrics unspecified); community-driven content with submissions from multiple LLM ecosystems.
Market Size
The global AI market is valued at $200 billion (2023), with niche demand for analyzing LLM behaviors growing alongside adoption.
Auto Apply
Find & auto apply to the world's best jobs
127
Problem
Job seekers often struggle with the exhausting process of job hunting, finding it difficult to locate job openings from the world's best companies, optimize their applications, and manage numerous applications simultaneously.
Solution
A web-based platform that automates the job application process. Users can find jobs from the world's best companies, let the platform optimize their applications, and automatically apply with one click. They then receive interview invitations directly in their inbox.
Customers
The product is most suited for professionals in various fields seeking employment in top companies, recent graduates entering the job market, and busy individuals looking for a more efficient way to apply to multiple job listings.
Unique Features
The automatic optimization of job applications and the one-click application process are unique features that differentiate it from traditional job boards and application services.
User Comments
Simplifies the job application process greatly.
Receiving interview invites without manually applying is a game changer.
Wonderful for busy professionals.
Major time-saver for job seekers.
Makes applying to multiple top-tier companies effortless.
Traction
The product was found on Product Hunt, but specific details like number of users, revenue, and growth metrics weren't provided in the provided information.
Market Size
The global online job board market size is significantly large, with the recruitment market expected to reach $28.68 billion by 2025.
Auto Scroll and Read
Effortlessly auto-scroll websites at your preferred speed
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Problem
Users struggle to manually scroll through webpages while reading, leading to inconvenience and potential eye strain.
Solution
A browser extension that enables auto-scroll functionality on webpages with customizable speed settings, providing a seamless reading experience.
Customers
Students, researchers, professionals, and avid readers who consume a lot of online content and value an efficient reading experience.
Alternatives
View all Auto Scroll and Read alternatives →
Unique Features
Customizable scrolling speed settings, user-friendly interface, cross-device compatibility (macOS, iOS, iPadOS), multi-language support.
User Comments
Convenient tool for reading articles without needing manual scrolling.
Enhances reading experience by allowing users to focus on content.
Great for long articles or research material.
Traction
The product has gained traction on ProductHunt with positive reviews and user engagement.
It has a growing user base across different devices and languages.
Market Size
The market for productivity tools and browser extensions is growing rapidly, with the global market size for digital productivity tools estimated to be in the range of $37 billion to $40 billion.
Rapid Auto Shipping
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5
Problem
Users previously relied on traditional car shipping companies with long waiting times for quotes and unreliable delivery schedules.
Solution
Online platform enabling customized auto shipping quotes in 30 seconds via a 3-step form or direct consultation with experienced auto transport professionals.
Customers
Individuals relocating cross-country, online car buyers, and dealerships needing reliable vehicle transportation.
Alternatives
View all Rapid Auto Shipping alternatives →
Unique Features
Instant quote generation system, door-to-door delivery guarantee, and dedicated customer support for shipment tracking.
User Comments
Saves time with instant quotes
Reliable door-step delivery
Transparent pricing
Responsive customer service
Easy online process
Traction
Exact metrics unspecified, but positioned as a 'best' service in Pennsylvania with emphasis on speed and customization.
Market Size
The US vehicle shipping market was valued at $5 billion in 2023, driven by e-commerce and relocation demands.
Problem
Users need to integrate different LLM providers manually, leading to complex integration processes and high development overhead when switching models
Solution
A developer tool (router) that lets users switch between LLM providers via a single string parameter, e.g., changing "openai/gpt-4" to "anthropic/claude-3" without code overhaul
Customers
Developers, AI engineers, and startups building applications requiring multiple LLM integrations
Unique Features
Abstracts LLM provider complexities into a unified API endpoint, supports OpenAI/Anthropic models instantly, and requires only parameter tweaks for model switching
User Comments
Simplifies multi-LLM workflows
Reduces deployment time drastically
Seamless provider switching
Lightweight and developer-friendly
Cost-effective for scalable AI projects
Traction
Newly launched (May 2024), 280+ upvotes on ProductHunt, GitHub repository publicly available with active contributions
Market Size
The global NLP market size was $40.8 billion in 2023 (Grand View Research), driven by LLM adoption