Market Llm Visibility

{
  "amazon_search": "The Art of SEO by Eric Enge",
  "competitor_gap": "Top local competitors publish pricing ranges directly on their sites, which AI systems favor when answering cost questions",
  "content_types_ai_favors": [
    "Direct-answer FAQs",
    "Step-by-step how-to content",
    "Pricing transparency pages"
  ],
  "disclaimer": "AI citation patterns change frequently. Re-assess monthly as LLM training and retrieval methods evolve.",
  "eat_signals": {
    "authoritativeness": "Earn citations from local news or trade directories",
    "expertise": "Add technician credentials and years-in-business",
    "trustworthiness": "Display licensing info and verified reviews prominently"
  },
  "llm_citation_factors": [
    {
      "factor": "Structured FAQ content answering direct customer questions",
      "score": "low",
      "what_to_do": "Publish a dedicated FAQ page with question-form headings"
    }
  ],
  "quick_wins": [
    {
      "action": "Add an FAQPage schema block to the service page",
      "effort": "low",
      "how_to": "Mark up the 5 most common customer questions with FAQPage schema",
      "impact": "medium"
    }
  ],
  "schema_markup": {
    "priority_pages": "Homepage and primary service pages",
    "recommended_types": [
      "FAQPage",
      "LocalBusiness"
    ],
    "why": "Structured data helps AI systems extract and attribute answers"
  },
  "six_week_plan": [
    {
      "action": "Publish FAQ page with schema markup",
      "week": "1-2"
    },
    {
      "action": "Add pricing transparency page",
      "week": "3-4"
    }
  ],
  "visibility_assessment": "Low — no evidence this brand is currently surfaced in AI-generated answers for its core service category",
  "why_it_matters": "AI Overviews and chat assistants increasingly answer local-service queries before a user ever clicks a search result"
}

# bash or zsh: see the payment challenge. Nothing is charged.
curl -sS -g -i 'https://marketpulse.theaslangroupllc.com/api/market/llm-visibility?brand=Acme+Plumbing&lang=en&topic=emergency+plumber+Manchester+UK'

# x402 v2 sends the challenge base64-encoded in the PAYMENT-REQUIRED header (v1 sends it in the body).
# To read the header:
curl -sS -g -o /dev/null -D - 'https://marketpulse.theaslangroupllc.com/api/market/llm-visibility?brand=Acme+Plumbing&lang=en&topic=emergency+plumber+Manchester+UK' \
  | grep -i '^payment-required:' | cut -d' ' -f2 | tr -d '\r' | base64 --decode

// npm i @x402/fetch @x402/evm viem
import { wrapFetchWithPayment, x402Client } from "@x402/fetch";
import { registerExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";

// Pays at most $0.15 per call.
const client = new x402Client().setSpendControls({ maxAmountPerPayment: "$0.15" });
registerExactEvmScheme(client, { signer: privateKeyToAccount(process.env.EVM_PRIVATE_KEY) });
const pay = wrapFetchWithPayment(fetch, client);

// Not sure it's safe to pay? ToolVet checks it first for $0.005. Pay for that from a separate
// client: this one is capped at $0.15 per payment. GET https://toolvet.app/api/v1/check?url=https%3A%2F%2Fmarketpulse.theaslangroupllc.com%2Fapi%2Fmarket%2Fllm-visibility
const res = await pay("https://marketpulse.theaslangroupllc.com/api/market/llm-visibility?brand=Acme+Plumbing&lang=en&topic=emergency+plumber+Manchester+UK");
console.log(res.status, await res.text());

# pip install "x402[requests,evm]"
import os
from eth_account import Account
from x402 import x402ClientSync
from x402.http.clients import x402_requests
from x402.mechanisms.evm import EthAccountSigner
from x402.mechanisms.evm.exact.register import register_exact_evm_client

# Pays at most $0.15 per call.
client = x402ClientSync().set_spend_controls({"max_amount_per_payment": "$0.15"})
register_exact_evm_client(client, EthAccountSigner(Account.from_key(os.environ["EVM_PRIVATE_KEY"])))

with x402_requests(client) as session:
    res = session.get("https://marketpulse.theaslangroupllc.com/api/market/llm-visibility?brand=Acme+Plumbing&lang=en&topic=emergency+plumber+Manchester+UK")
    print(res.status_code, res.text)