Web Graph AI LLC — Knowledge-Graph Intelligence Studio

The portfolio

Every product carries the studio mark — Web Graph AI: [name] — and its market classification. Tags show the knowledge each build earned in its space. Click through for the full story, how it works, and FAQ.

FLAGSHIP

WEB GRAPH AI

Cryptocurrency Risk Radar

B2B + B2C

A 51-dimension Bitcoin risk engine that fuses five block explorers, sanctions lists, and web evidence into a PASS/FAIL grade — then lets you interrogate the findings in plain English through ChatGPT.

Knowledge graphsOFAC / sanctions screeningBehavioral feature engineeringMulti-source data fusionLLM report synthesis

Project page →Launch apphosted on this server

WEB GRAPH AI

GraphForge

B2B

A hybrid search and knowledge-graph platform — BM25 + TF-IDF fused with reciprocal rank fusion, schema.org entity detection, live SSE graph streaming, and pluggable crawlers. Several products on this page run on it.

BM25 rankingTF-IDFReciprocal rank fusionschema.org extractionKnowledge graphs

Project page →hosted on this server

WEB GRAPH AI

CannClicks

B2B + B2C

A MediaWiki-style scientific reference for cannabis terpenes — a 21-terpene knowledge base with COA parsing — built on GraphForge so every compound, effect, and study is a linked entity.

Scientific content modelingCOA parsingKnowledge base architectureGraphForge deploymentReverse-proxy PHP

Project page →hosted on this server

WEB GRAPH AI

SEOFlies

B2B

A four-agent, read-only SEO audit suite: crawl health, on-page signals, performance, and site structure — rebuilt in v3 to be strictly observational, with every manipulative feature deliberately excised.

SEO auditingRead-only agent designCore Web VitalsSite crawlingEthical tooling decisions

Project page →hosted on this server

WEB GRAPH AI

StarCoinz

B2B

A crypto trading system that evolved from paper-trading arbitrage scanning to live execution on Kraken, BinanceUS, and OKX — culminating in an AI-assisted momentum strategy with per-coin adaptive take-profit and stop-loss learning.

Exchange API integrationMomentum strategiesAdaptive TP/SL learningArbitrage scanningRisk management

Project page →hosted on this server

WEB GRAPH AI

HashPowerUp

B2B

A long lineage of cryptocurrency mining proxy work: KawPow/Ravencoin support, NiceHash-to-pool bridging, variable difficulty, extranonce handling, and multi-armed bandit optimization of nonce-space exploration.

Stratum protocolKawPow / RavencoinVardiff tuningExtranonce handlingMulti-armed bandits

Project page →hosted on this server

The knowledge behind the graph

Three ideas run through everything on this page. Here they are in plain language.

What is the Semantic Web?

The ordinary web stores documents for humans; the semantic web stores meaning for machines. Instead of a page that says “this address received 4 BTC from a mixer”, it stores a graph of triples — address → receivedFrom → mixer — using shared vocabularies (RDF, ontologies, schema.org) so software can traverse facts, combine sources, and draw conclusions. Every Web Graph AI product is built on this idea: crawl the messy human web, lift it into a clean machine-readable graph, then compute on the graph.

What is Machine Learning?

Machine learning is software that improves from data instead of waiting for new rules. You define features (measurable signals), let algorithms find the patterns that separate outcomes, and calibrate the results into probabilities you can act on. In this studio's work that means behavioral fingerprints and consensus-weighted evidence in Risk Radar, per-coin exit parameters learned from trade history in StarCoinz, and bandit algorithms balancing exploration against exploitation in HashPowerUp.

What is AI, then?

AI is the umbrella: systems that perform tasks needing judgment — ranking, classifying, inferring hidden variables, and now reasoning in natural language. Large language models added the missing interface: Risk Radar hands its knowledge graph to ChatGPT so users can interrogate verified data conversationally. The discipline is grounding — the model reasons over the graph's facts and cites them, rather than improvising. AI without a knowledge graph guesses; AI on top of one explains.

Everything ships as SaaS

Every product here ships the same way: software as a service. Nothing to install, nothing to patch — you open a URL and the current version is simply there. One codebase serves every customer (multi-tenant), data pipelines refresh continuously in the background, subscriptions replace licenses, and APIs let other software consume the same intelligence the dashboards show. Risk Radar demonstrates the full pattern: hosted assessment engine, tiered plans, Bitcoin-native invoicing, JSON-LD exports for machine consumption, and an LLM layer as a service on top of a service.

FAQ

Who is Web Graph AI LLC?

A San Diego County engineering practice (San Marcos, CA) that designs, builds, and hosts data-intelligence software. One accountable engineer, full-stack ownership: crawlers, graphs, scoring engines, frontends, and the servers they run on.

Are these live products or a portfolio?

Both. Each project is hosted on this server under its own name and linked from this page; several also run on their own public domains. The flagship, Cryptocurrency Risk Radar, is fully operational — launch it from the header.

What ties ten different verticals together?

One method: fuse untrusted sources into a trusted view, lift it into a knowledge graph, score it with transparent algorithms, and explain it in plain language. Crypto risk, terpene science, SEO audits, and mining proxies are the same architecture pointed at different worlds.

Do you take client work?

Yes — the studio licenses GraphForge, builds bespoke intelligence tooling, and takes on B2B engineering engagements. Email [email protected].