Close Menu
  • Crypto News
  • Markets
  • Bitcoin
  • Ethereum
  • XRP
  • Altcoins
  • Technology
  • More
    • Crypto Prices – Latest from BTC, ETH & XRP
    • NFT
    • DeFi

Subscribe to Updates

Get the latest crypto news and updates directly to your inbox.

Trending

Senator Lummis Bill forces federal agencies to confront crypto’s role in wealth building

July 29, 2025

Hyperliquid API outage causes freeze on trading, HYPE down 5%

July 29, 2025

QPR bets on blockchain to reinvent fan ties in TokenFi kit deal

July 29, 2025

Mythical Games’ FIFA Rivals Hits 1 Million Downloads Within 6 Weeks of Launch

July 29, 2025

Ether.fi Unlocks One-Click Vault Deposits With Enso’s Cross-Chain Magic

July 29, 2025
Facebook X (Twitter) Instagram
  • Advertise
en English
nl Nederlandsen Englishfr Françaisde Deutschit Italianoru Русскийes Españolzh-CN 简体中文hi हिन्दीja 日本語
Crypto Observer
  • Crypto News

    Mythical Games’ FIFA Rivals Hits 1 Million Downloads Within 6 Weeks of Launch

    July 29, 2025

    Abraxas Capital Faces $100M Unrealized Loss On $800M Crypto Short Positions – Details

    July 29, 2025

    PENGU Drops 9%, But ATH Breakout Still Within Reach

    July 29, 2025

    Ethereum Price To $20,000? ETH Is Mirroring Bitcoin’s Move From 2021

    July 29, 2025

    BlackRock’s ETH ETF Could Soon Offer Staking—SEC Filing Moves Forward

    July 29, 2025
  • Markets
  • Bitcoin
  • Ethereum
  • XRP
  • Altcoins
  • Technology
  • More
    • Crypto Prices – Latest from BTC, ETH & XRP
    • NFT
    • DeFi
Facebook X (Twitter) Instagram
Crypto Observer
Home » Technology » AI » Analytics can solve generative AI apps’ product problem
AI

Analytics can solve generative AI apps’ product problem

Crypto Observer StaffBy Crypto Observer StaffDecember 6, 2023No Comments3 Mins Read
Facebook Twitter Pinterest Reddit Telegram Email LinkedIn Tumblr
Share
Facebook Twitter LinkedIn Pinterest Email

Henry Scott-Green
Contributor

Henry Scott-Green is co-founder and CEO of Context.ai, the evaluation and analytics platform for LLM applications.

Sundar Solai is a product manager turned technical writer. He was previously responsible for YouTube’s autoplay recommendations algorithm, and before that, he worked on sharing features for Google Photos.

Large language models (LLMs) are becoming a commodity. A year after ChatGPT’s release, there’s a straightforward formula to launch an AI assistant: Stick a wrapper around GPT-4, hook it up to a vector database, and invoke some APIs based on user inputs.

But if that’s all you do, don’t be surprised when your app struggles to stand out.

Technology alone isn’t a sustainable moat for AI products, especially with the barrier to entry only continuing to go down. Everyone has access to mostly the same models, and any leaps in technical knowledge quickly get replicated by the competition.

The application layer is the true differentiator. Companies that identify and address genuine user problems are best positioned to win. The solution might look like yet another chatbot, or it might look entirely different.

Experimenting with products and design is the often neglected path to innovation.

TikTok is more than “the algorithm”

While not a generative AI application, TikTok is the perfect example of product ingenuity being the unsung hero.

Experimenting with products and design is the often neglected path to innovation.

It’s easy to attribute the app’s success wholly to the algorithm. But other recommendation engines are incredibly powerful, too (take it from two ex-YouTube product managers).

At their core, these systems all rely on the same principles. Suggest content similar to what you already like (content-based filtering) and recommend content that people similar to you enjoy (collaborative filtering).

TikTok wouldn’t be what it is without packaging its algorithm in a novel way: an endless stream where viewers frictionlessly vote with their swipes. With an emphasis on short-form video, this product decision amplified the rate at which TikTok could learn user preferences and feed data into its algorithm.

It wasn’t just that. TikTok also led with best-in-class creator tools. Anyone can film and edit a video directly from a smartphone; no video production experience is required.

Today, the competition for short-form videos is more about the ecosystem each app offers. Having an engaging algorithm is table stakes; you need a loyal user base, creator revenue share, content moderation, and other features to round out the platform to stand out.

Read the full article here

Share. Facebook Twitter Pinterest LinkedIn Tumblr Email

Related Posts

Anthropic reportedly nears $170B valuation with potential $5B round

July 29, 2025

OpenAI launches Study Mode in ChatGPT

July 29, 2025

Google’s NotebookLM rolls out Video Overviews

July 29, 2025

Google’s AI Mode gets new ‘Canvas’ feature, real-time help with Search Live, and more

July 29, 2025
Add A Comment

Leave A Reply Cancel Reply

Subscribe to Updates

Get the latest crypto news and updates directly to your inbox.

Top Posts

Senator Lummis Bill forces federal agencies to confront crypto’s role in wealth building

July 29, 2025

Hyperliquid API outage causes freeze on trading, HYPE down 5%

July 29, 2025

QPR bets on blockchain to reinvent fan ties in TokenFi kit deal

July 29, 2025
Advertisement
Demo

Crypto Observer is your one-stop website for the latest crypto news and updates, follow us now to get the news that matters to you.

Facebook X (Twitter) Instagram
Crypto News

Abraxas Capital Faces $100M Unrealized Loss On $800M Crypto Short Positions – Details

July 29, 2025

PENGU Drops 9%, But ATH Breakout Still Within Reach

July 29, 2025

Ethereum Price To $20,000? ETH Is Mirroring Bitcoin’s Move From 2021

July 29, 2025
Get Informed

Subscribe to Updates

Get the latest crypto news and updates directly to your inbox.

Facebook X (Twitter)
  • Privacy Policy
  • Terms of use
  • Advertise with us | Publishing
  • Contact us
  • Crypto News – Press release
  • Newsletter sign up
  • Markets
  • Altcoins
  • Bitcoin
  • Crypto News
  • DeFi
  • Ethereum
  • Technology
  • Blockchain
  • AI
  • NFT
  • Thanks for joining us
© 2025 Crypto Observer. All Rights Reserved.

Type above and press Enter to search. Press Esc to cancel.