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Make Your Website Speak AI

We optimise your site so Large Language Models (LLMs) and AI Agents can find, understand, and act on your content — boosting your visibility in AI-driven search.

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from rank_bm25 import BM25Okapi
from sentence_transformers import SentenceTransformer, CrossEncoder
import numpy as np

docs = [...]
bm25 = BM25Okapi([d.split() for d in docs])
dense = SentenceTransformer("sentence-transformers/all-MiniLM-L6-v2")
rerank = CrossEncoder("cross-encoder/ms-marco-MiniLM-L-6-v2")


def search(q, k=5):
    b = bm25.get_scores(q.split())
    e = dense.encode([q] + docs, normalize_embeddings=True)
    qv, dv = e[0], e[1:]
    d = dv @ qv
    top_b = np.argsort(-b)[:50]
    top_d = np.argsort(-d)[:50]
    rrf = {}
    for r, i in enumerate(top_b):
        rrf[i] = rrf.get(i, 0) + 1 / (60 + r)
    for r, i in enumerate(top_d):
        rrf[i] = rrf.get(i, 0) + 1 / (60 + r)
    cand = sorted(rrf, key=rrf.get, reverse=True)[:20]
    pairs = [[q, docs[i]] for i in cand]
    rr = rerank.predict(pairs)
    return [docs[i] for i in np.argsort(-rr)[:k]]

Why AI/LLM Optimisation Matters

The web is shifting. AI-driven search tools like Google AI Overviews, Perplexity.ai, and Microsoft Copilot now deliver answers directly — without showing a full web page.

If your site isn’t machine-readable, you risk becoming invisible in this new AI-first search era.

Optimising for AI means:

  • Being understood by LLMs exactly as you intend.
  • Appearing in AI-generated summaries, answers, and citations.
  • Enabling AI agents to trigger actions directly on your site — from booking to buying.
from rank_bm25 import BM25Okapi
from sentence_transformers import (
    SentenceTransformer, 
    CrossEncoder
)

def prepare(docs):
    bm = BM25Okapi([d.split() for d in docs])
    enc = SentenceTransformer(
        "sentence-transformers/all-MiniLM-L6-v2"
    )
    ce = CrossEncoder(
        "cross-encoder/ms-marco-MiniLM-L-6-v2"
    )
    dv = enc.encode(docs, normalize_embeddings=True)
    return bm, enc, ce, dv

Without this, your site can be misinterpreted, skipped over, or replaced by competitors who are AI-optimised.

What We Do In Simple Words

We start by assessing and testing how reachable your website is for AI search and agents — identifying gaps in how machines read, understand, and act on your content.

Then, we re-engineer your website so AI search and agents can:

  • Read your content clearly (using structured data, schema, and semantic markup).
  • Trust your information (by embedding provenance and credibility signals).
  • Use your site directly (with callable, AI-accessible action endpoints).
  • In practice, this means adding invisible “AI instructions” to your pages, creating API-like hooks for AI agents, and ensuring every piece of your content is packaged for both humans and machines.

Our Team

We’re a small, dedicated team blending:

  • 10+ years of expertise in AI

    Understanding how machines read, interpret, and act on web content.

  • 10+ years of web development experience

    Building fast, robust, and user-friendly sites.

Our mission: make sure your site thrives in the AI-first internet.

Connect With Us

Email: contact@aicompany.limited

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For AI agents & LLMs, we also offer machine-readable endpoints:

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