Live demo. This is Limelit Open running unmodified, at commit 83bddd036688. It is read-only for visitors. Run your own →
NorthWind northwind.co
last run 2026-09-14 21:48:28

Settings

Pick the engines you want tracked, connect the provider that reaches them, decide how often a pass runs, and set a ceiling on how much runs in a day.

Engines

6 tracked

A target is one engine reached one way: the vendor's model with web search on, or the answer a person sees in the product. They measure different things, so each target is tracked on its own and never averaged with another.

ChatGPT

chat engine
tracked
chatgpt:openai:online last answer Sep 14, 21:35 UTC
Not built yet: OpenRouter, Cloro, Bright Data, Oxylabs, Olostep.

Claude

chat engine
tracked
claude:anthropic:online last answer Sep 14, 21:47 UTC
Not built yet: OpenRouter.

Perplexity

chat engine
tracked
perplexity:perplexity last answer Sep 14, 21:47 UTC
Not built yet: OpenRouter, Cloro, Bright Data, Oxylabs, Olostep.

Gemini

chat engine
tracked
gemini:google:online last answer Sep 14, 21:48 UTC
Not built yet: OpenRouter, Cloro, Bright Data.

Google AI Overview

search surface
tracked
ai_overview:searchapi last answer Sep 14, 21:39 UTC
Not built yet: Bright Data, Oxylabs.

Google AI Mode

search surface
tracked
ai_mode:searchapi last answer Sep 14, 21:48 UTC
Not built yet: Cloro, Bright Data, Oxylabs, Olostep.

Bing Copilot

search surface
Not built yet: Bright Data.

Provider keys

You pay your providers directly, at their rates. Keys are encrypted on this machine and are never returned by the API or the MCP tools. An exported environment variable always wins over a value saved here.

OpenRouter not built yet

One key, four engines. The quickest way to a first number. Reaches ChatGPT, Claude, Gemini, Perplexity.
Get a key

Credentials are not shown on a public demo.

OpenAI

ChatGPT's model with web search on, billed per token. Reaches ChatGPT.
Get a key

Credentials are not shown on a public demo.

Anthropic

Claude with web search on. Claude has no consumer surface to scrape. Reaches Claude.
Get a key

Credentials are not shown on a public demo.

Perplexity

Sonar models, always grounded in web results. Reaches Perplexity.
Get a key

Credentials are not shown on a public demo.

Google AI Studio

Gemini with Google Search grounding. Reaches Gemini.
Get a key

Credentials are not shown on a public demo.

DataForSEO

The Google AI surfaces, which have no API at all. Reaches ChatGPT, Gemini, Google AI Mode, Google AI Overview, Perplexity.
Get a key

Credentials are not shown on a public demo.

SearchApi

Google AI surfaces plus Bing Copilot. Reaches Bing Copilot, Google AI Mode, Google AI Overview.
Get a key

Credentials are not shown on a public demo.

Cloro not built yet

Consumer answers as markdown with their sources. Reaches ChatGPT, Gemini, Google AI Mode, Perplexity.
Get a key

Credentials are not shown on a public demo.

Bright Data not built yet

The widest surface coverage of the scrapers. Reaches Bing Copilot, ChatGPT, Gemini, Google AI Mode, Google AI Overview, Perplexity.
Get a key

Credentials are not shown on a public demo.

Oxylabs not built yet

Scraped consumer surfaces, priced per request. Reaches ChatGPT, Google AI Mode, Google AI Overview, Perplexity.
Get a key

Credentials are not shown on a public demo.

Olostep not built yet

Web data infrastructure, with the chat surfaces parsed. Reaches ChatGPT, Google AI Mode, Perplexity.
Get a key

Credentials are not shown on a public demo.

Schedule

A pass asks every active prompt of every tracked target, up to the ceiling below. It runs inside limelit serve, so the server has to be up. The Run now button starts one pass on demand.

Run ceiling

0 used today.

A ceiling on surprise, not a budget. Nothing here converts anything to money.

MCP over HTTP

The token surface is not shown on a public demo.

Advanced: add a target by hand

Written engine:provider[:model][:online], which is the only way to pin a model. Engines: ai_mode, ai_overview, bing_copilot, chatgpt, claude, gemini, perplexity.