Who is the primary audience for Simon?
Simon is designed for developers who need to build applications with AI search capabilities. The product is categorized as a Developer Tool and is presented as a Python library for integration.
Independent product intelligence · Worldwide · 2026-05-01 → 2026-07-31
Simonshabang.io
Simon enables developers to implement AI-powered semantic search capabilities into their applications using just a few lines of Python code, connecting to data sources and databases.
195Backlinks
73Referring domains
14Domain authority
-16.2%Referring domains · 90 days
Search demand
What people search before they reach Simon.
AI referral visibility
Which AI assistants are already sending Simon traffic?
Product profile
What Simon is selling.
Traffic makes more sense when you can connect it to the actual product promise.
“Simon”
Simon enables developers to implement AI-powered semantic search capabilities into their applications using just a few lines of Python code, connecting to data sources and databases.
Developer & AI PlatformSeen 2026-08-21 → 2026-08-21Coverage tier C
What we have measured
4 of 8 signal groups are available for this product: identity, authority and backlinks, AI referrals, search demand.
Not measured for this domain: traffic and engagement, audience demographics, country distribution, acquisition mix. Those sections are left out of the page rather than filled with estimates.
Canonical website: https://simon.shabang.io
Observed across 1 discovery source.
Research questions
What the evidence answers about Simon.
Every answer is tied to a source we collected, and the questions with no evidence behind them are left unanswered rather than guessed.
What features or capabilities does Simon offer?
Simon offers a Python library for semantic search, including context creation, datastore management for remote data, and a search query interface. It integrates with databases like PostgreSQL and connects to OpenAI for its AI capabilities.
How much search demand does Simon have, and what terms do people use to find it?
Measured traffic data shows zero organic search visits for the product's domain over the measured period. No specific search terms driving traffic were identified in the provided evidence.
How visible is Simon in AI assistant referrals, and which assistants send traffic?
The product has no measured AI assistant referral traffic, as indicated by the zero median AI traffic visits for products in its category. The evidence does not specify which AI assistants might send traffic.
Is Simon growing, and over what period?
No growth trajectory can be determined from the provided evidence. The product was first seen on 2026-08-21, but no data points over time or growth metrics are supplied to assess its trend.
How does Simon compare with the median product in its category?
Within its 'Developer & AI Platform' category containing 2619 products, Simon has not yet achieved measured AI traffic, as its median AI traffic visits are zero. The category's median domain authority is 22.
What is the link authority and distribution profile for Simon?
No specific link authority or distribution data for Simon itself is provided in the evidence. The median domain authority for all products in its category is 22, which serves as a benchmark.
What is Simon and what problem does it solve?
Simon is a Python library that enables developers to implement AI-powered semantic search capabilities into their applications. It solves the problem of integrating advanced search by allowing connection to data sources and databases with just a few lines of code.
What is Simon used for, and in what situations?
Simon is used to add semantic search functionality to applications. A key use case is querying over stored data, such as articles, using natural language questions like 'what's a chicken'.
Behind the lock
Unlock full Simon intelligence.
- Backlink trajectoryThe figures above are the latest observation. The daily curve behind them holds 370.
- AI referral detailHow much traffic assistants send.
- Search structure and ranking depthOrganic against paid, brand against non-brand, and how many keywords rank in the top three against the long tail — which is what decides whether the demand is portable or tied to the name.
- The rest of the marketPage through every leaderboard 100 rows at a time, put any five products side by side, and query the whole dataset over API / MCP.
Worldwide estimates · Data period 2026-05-01 → 2026-07-31. Figures are measured estimates intended for market research. Signals we have not measured for this domain are omitted, never estimated; a measured zero is still reported as zero. How this was measured