Research Data API

Public, rate-limited access to LouieAuto's modeled research data

Overview

The Research API provides public access to aggregated data modeled from LouieAuto's AI simulation engine and public industry sources. LouieAuto is pre-launch — the Louie Network has zero dealers today, so this is not live dealer network data.

No authentication required. All endpoints are public and rate-limited to 100 requests/hour per IP.

Base URL

https://louieauto.com/api/research

Features

Endpoints

GET /lender-rankings

Live lender rankings based on network data. Updated monthly.

Query Parameters (optional):
region (string) — "Northeast", "Midwest", "South", "West"
dealerSize (string) — "Single Rooftop", "Multi Rooftop (2-5)", "Large Group (6+)"
vehicleType (string) — "new", "used", "bhph"
creditTier (string) — "prime", "subprime", "bhph"
Response:
{ "timestamp": "2026-06-25T10:30:00Z", "count": 42, "data": [ { "rank": 1, "lender": "Ally Financial", "approvalRate": 0.87, "avgReserve": 0.045, "approvalSpeed": "2h", "marketShareTrend": "+3.2%", "sentiment": 9.2 }, ... ], "filters": { "region": null, "dealerSize": null, "vehicleType": null, "creditTier": null } }
Example:
curl "https://louieauto.com/api/research/lender-rankings?region=South&vehicleType=bhph"
GET /approval-trends

Historical approval rate trends by segment (30/60/90-day rolling averages).

Response:
{ "timestamp": "2026-06-25T10:30:00Z", "data": { "bhph": { "30d": 0.51, "60d": 0.56, "90d": 0.61, "12m": 0.68, "label": "BHPH Approval Rate (declining YoY)" }, "franchise": { "30d": 0.91, "60d": 0.91, "90d": 0.92, "12m": 0.93, "label": "Franchise Approval Rate (stable)" } }, "interpretation": "BHPH approval rates have declined 17 points YoY..." }
GET /dealer-sentiment

Aggregated dealer sentiment data from network surveys.

Response:
{ "timestamp": "2026-06-25T10:30:00Z", "respondents": 1247, "data": { "average": 7.2, "byRegion": { "Northeast": 7.4, "Midwest": 7.1, "South": 7.3, "West": 6.9 }, "byDealerSize": { "Single Rooftop": 7.0, "Multi Rooftop (2-5)": 7.3, "Large Group (6+)": 7.5 } } }
GET /market-forecasts

Forward-looking market projections (2026–2028).

Response:
{ "timestamp": "2026-06-25T10:30:00Z", "methodology": "Extrapolated from historical trends, lender feedback, dealer surveys", "data": [ { "year": 2026, "bhphApprovalDecline": 0.51, "dealerIndependenceAdoption": 0.28, "aiAdoption": 0.18, "newEntrantMarketShare": "1.2%" }, ... ], "key_findings": [...] }
GET /trending-stories

Latest industry insights and trending stories.

Response:
{ "timestamp": "2026-06-25T10:30:00Z", "count": 5, "data": [ { "id": "story-001", "headline": "BHPH Approval Rates Hit 10-Year Low", "summary": "Network data reveals BHPH approval rates...", "date": "2026-06-20", "category": "market-trends" }, ... ] }
POST /subscribe-report

Subscribe to research updates and download the full report.

Request Body:
{ "email": "your@email.com" }
Response:
{ "message": "Subscribed to research updates", "email": "your@email.com" }

Code Examples

JavaScript / Node.js

// Fetch live lender rankings const response = await fetch('https://louieauto.com/api/research/lender-rankings'); const data = await response.json(); console.log(data.data); // Array of lenders // Filter by BHPH const bhphLenders = data.data.filter(l => l.segment === 'bhph'); console.log(bhphLenders);

Python

import requests # Fetch lender rankings response = requests.get('https://louieauto.com/api/research/lender-rankings') data = response.json() for lender in data['data']: print(f"{lender['rank']}. {lender['lender']}: {lender['approvalRate']*100:.0f}%")

cURL

# Get approval trends curl -s "https://louieauto.com/api/research/approval-trends" | jq . # Get dealer sentiment by region curl -s "https://louieauto.com/api/research/dealer-sentiment" | jq '.data.byRegion'

Rate Limiting

All endpoints are rate-limited to 100 requests/hour per IP. Requests exceeding this limit will receive a 429 Too Many Requests response.

Tip: Cache responses locally and poll once per hour for fresh data. Most research data updates monthly anyway.

Data Freshness

Support & Feedback

Have questions about the API? Found a bug? Want to request a new dataset?

Email: research@louieauto.com

Note: This is a public, read-only API. Mutations (creating/updating data) are not available through this interface.
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