惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
The Cloudflare Blog
有赞技术团队
有赞技术团队
H
Help Net Security
V
Visual Studio Blog
F
Fortinet All Blogs
Apple Machine Learning Research
Apple Machine Learning Research
博客园 - 司徒正美
G
Google Developers Blog
Google DeepMind News
Google DeepMind News
腾讯CDC
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Stack Overflow Blog
Stack Overflow Blog
I
InfoQ
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
L
LangChain Blog
N
Netflix TechBlog - Medium
罗磊的独立博客
The GitHub Blog
The GitHub Blog
云风的 BLOG
云风的 BLOG
Hugging Face - Blog
Hugging Face - Blog
A
About on SuperTechFans
aimingoo的专栏
aimingoo的专栏
Recent Announcements
Recent Announcements

Show HN

Show HN: AI agents for UK GDAD PCF roles and their skills The Two Pillars: Mixer Mode and Meta-Software in the Reorganization of Software Work After AI GitHub - JaiCode08/teleport-env What 1,000+ Harness Experiments Taught Me About Self-Improving Agents Show HN: Liiists, a Markdown-first, iOS and CLI list app SwiperTab – Get this Extension for 🦊 Firefox (en-US) GitHub - kouhxp/fftext: Summarize, explain, fact-check, or translate any text, URL, or file. No GPU. No cloud. One command GitHub - sweetpad-dev/sweetpad: Develop Swift/iOS projects using VSCode GitHub - dogmaticdev/IRON: IRON a.k.a. Intermediate Representation Object Notation is a Interpreter/Database that is used to create Programming Languages. GitHub - sjhalani7/vaen: Package your AI coding harness into a portable .agent file, and share it across repos, teams, & the community without ever having to copy-paste instructions, skills, MCP config, or secrets. Show HN: Gandalf the Grader Show HN: Citadeld – replay any CI failure locally from a single file GitHub - tdortman/cuSBF: High-Performance GPU Super Bloom Filter coral-ai/claude-code-token-xray at main · Coral-Bricks-AI/coral-ai GitHub - ulyssestenn/funes: Funes is a Git-based framework for LLM-managed knowledge work: an AI Librarian ingests raw sources, builds an interlinked Markdown knowledge base, and uses it to produce cited reports, analyses, and other outputs. GitHub - ThatXliner/gah: Git Add Hunk, built for agents to use GitHub - harmont-dev/harmont-cli: Command-line client for the Harmont CI platform GitHub - brooksmcmillin/mcp-authflow: OAuth 2.0 Authorization Server framework for MCP servers GitHub - javaid-codes/audit-supply-chain-agents GitHub - amorey/gochan: A small library of common channel architectures for Go, inspired by Rust GitHub - arifozgun/OpenGem: Free, Open-Source AI API Gateway with Gemini, OpenAI & Anthropic Compatibility in 1 file GitHub - Pranesh950/BioPetals: 🌸 Run BIOxAI models at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading GitHub - cnguyen14/bounty-doctor: Diagnose a GitHub bounty issue before you waste hours: detects honeypot scam repos, AI-bot attempt swarms, and stale contests. Show HN: CoreMCP – MCP Server for On-Prem DBs Show HN: KittyHTML – Render HTML/CSS as an inline image in your terminal GitHub - bingud/filemat: Web-based file manager Show HN: TruthLens – Free multi-signal deepfake image detector GitHub - apexlocal-jz/claude-usage-tray: Windows system-tray app showing your Claude Code rate-limit usage at a glance. Zero deps, ~300 lines of PowerShell. Cross-IDE (works regardless of VS Code, Cursor, plain terminal). Release v0.1.2.1 · kouhxp/yapsnap GitHub - noopolis/moltnet: Self-hostable chat network for AI agents. Pre-built bridges for Claude Code, Codex, and the Claws. Rooms, DMs, history. No Slack bots, no Matrix, no glue code.
AmpleData - AI-Powered Data Enrichment for Any Dataset
blagoysimand · 2026-06-15 · via Show HN

✶ AI research worker for your spreadsheet

Stop pasting rows
into ChatGPT.

AmpleData researches every row of your spreadsheet, with citations, confidence scores, and conflict resolution across sources.

AmpleData — yc-w26-companies.csv

Enriching...

Company

Industry

Founder's pricing stance ✶

Paper retracted? ✶

Remote policy ✶

Enrichment progress0/5 rows · Est. cost $0.03

Click any enriched cell to see its source citation

What it does

Give AmpleData a list, companies, products, papers, jobs, properties, anything with a name. Describe the columns you want filled in, in plain English: "the founder's most recent public statement on pricing," "whether this paper has been retracted," "the company's stated stance on remote work." AmpleData dispatches web search and crawl, extracts structured answers with an LLM, resolves conflicts across sources, and returns a cleaned-up sheet you can trust, every cell linked back to where the answer came from.

Live enrichment

Watch cells fill in, live, in your browser

Each row gets dispatched to the web, sources get crawled, an LLM extracts the answer, conflicts are resolved, and the result lands in the cell, with a source URL and confidence score attached.

Every cell is cited

Click any cell to see the source URL, extracted snippet, and reasoning.

Confidence you can act on

Sort by confidence. Spot-check weak cells. Re-run with a refined prompt.

Per-cell pricing

Pay only for cells you enrich. No seat licenses, no minimums, no annual contracts.

AmpleData — yc-w26-companies.csv

Enriching...

Company

Industry

Founder's pricing stance ✶

Paper retracted? ✶

Remote policy ✶

Enrichment progress0/5 rows · Est. cost $0.03

Three things that matter

Not the longest feature list. The most distinctive one.

01

Not 'AI-generated.' Researched. Click any cell to see the source URL, the extracted snippet, and the reasoning. If a source is wrong, you'll know which one.

02

AmpleData tells you when it's sure and when it isn't. Sort by confidence, spot-check the weak cells, and re-run a column with a refined prompt.

03

Pay only for what you enrich. No minimum, no per-seat license, no annual contract. A fraction of what comparable tools charge.

For developers

Enrich straight from your own code

Generate an API key and drive the same enrichment engine over HTTP, no UI in the loop. Wire it into a cron job, a pipeline, or your own product.

Scoped API keys

Generate keys from account settings. Each key is bound to your account and revocable in one click.

The full enrichment engine

Upload a list, define columns in plain English, and pull back cited, confidence-scored cells, all over HTTP.

Same per-cell pricing

API calls bill against the same balance as the app. No separate plan, no platform fee, no minimums.

Comparisons

How does it compare?

vs. ChatGPT / manual research

AmpleData runs in parallel across rows, cites every answer, scores its own confidence, and doesn't hallucinate URLs. It's the difference between asking a friend and hiring an analyst.

vs. Clay

AmpleData isn't built around a contacts database. It's built around any list, any question, any domain. And it costs about 1/10th as much per cell.

⚡ Pricing

Choose the plan that fits your data

All plans include AI-powered enrichment. Upgrade or downgrade at any time.

Free

Free

Try AmpleData with no commitment.

  • 100 cells enriched
  • No overage
  • Web search enrichment
  • CSV support

Get started

Starter

$29/mo

Perfect for individuals and small projects.

  • 1,000 cells / month
  • $0.025 per extra cell
  • Web search enrichment
  • Email support

Get started

Most popular

Pro

$99/mo

For growing teams with higher enrichment needs.

  • 5,000 cells / month
  • $0.018 per extra cell
  • Priority support
  • Bulk operations

Get started

Enterprise

$299/mo

High-volume enrichment for data-driven orgs.

  • 25,000 cells / month
  • $0.01 per extra cell
  • Dedicated support
  • Custom integrations

Get started

Frequently asked

Real questions. Honest answers.

We'd love to hear from you

Have a question about AmpleData? Want to see a demo or discuss enterprise options? Reach out — we'll get back to you within 24 hours.

AmpleData

Built for people who do research
one row at a time.

Upload a list. Define your columns. Get back cited, confidence-scored data in minutes.

Try it out now →