LaunchLoop AI Index

What LaunchLoop is

What data LaunchLoop owns

LaunchLoop publishes an original, reproducible scoring model rather than restating other people's statistics. Every score is deterministic: the same inputs always produce the same number, and each formula is published at /methodology.

LaunchLoop Opportunity Score — 0–100 (higher is better)

A composite index estimating how favourable a market is for a new solo local-service operator. It weights local demand at 34%, the service's own opportunity profile at 26%, spending power at 14%, growth momentum at 12%, and inverted competition at 14%, then applies a seasonality penalty.

Demand Score — 0–100 (higher is better)

Estimated volume of addressable local demand for a service in a given market, from metro population, median household income, and a curated per-city demand rating, adjusted for how weather-bound the service is.

Competition Score — 0–100 (higher means more crowded)

Estimated saturation of a local service market, from business density per 1,000 residents and a curated per-city competition rating, adjusted for the service's barrier to entry. Lower is better for a new operator.

Startup Cost Index — 0–100 (lower is cheaper)

Where a service's mid-point launch budget sits relative to every other service LaunchLoop covers. 0 is the cheapest business in the dataset; 100 is the most capital-intensive.

Equipment Cost Index — 0–100 (share of budget)

The share of a launch budget that goes to hard equipment rather than soft costs such as registration, insurance, software, and marketing.

Profit Potential Score — 0–100 (higher is better)

Capital efficiency: twelve months of mid-point revenue divided by the mid-point launch budget, log-normalised, blended 70/30 with absolute revenue potential. It rewards businesses that repay their startup cost fastest.

Business Difficulty Score — 0–100 (lower is easier)

How hard it is to reach the first paid job, from capital required, whether a trade licence or certification gates entry, and whether the service requires selling a recurring contract rather than a one-off job.

Seasonality Index — 0–100 (0 is flat year-round)

How much a service's revenue swings across the year. Weather-bound outdoor work scores high; indoor and appointment-based work scores low.

Spending Power Index — 0–100 (higher is better)

What a household in a market can realistically pay for a local service, from median household income, median home value, and home-ownership rate.

Growth Index — 0–100 (higher is better)

Market momentum from five-year population growth, income growth, and change in the count of active firms.

Workable Season Index — 0–100 (higher is better)

The share of the year in which outdoor service work is comfortable in a market, penalised for rain days, snow days, and deviation from a 63°F annual mean.

Content hubs

• Startup cost guides (90) — Total launch budget, line-by-line, per service type.
• How-to-start guides (90) — Step-by-step launch sequence per service type.
• City guides (441) — Local demand, competition, pricing and licensing per US city.
• Editorial guides (79) — Pricing, marketing, operations, finance and growth deep-dives.
• Playbooks — 30-day launch playbooks with daily actions.
• Data & rankings — Opportunity Scores for every covered city, state and service.
• Dataset & JSON API — Key-less JSON and CSV views of every score, rank and estimate. Discovery: /api/v1/index.json.
• Methodology — Formulas, inputs and scales for every LaunchLoop score.
• Editorial policy — How content is written, reviewed, sourced and corrected.

Coverage

• 9 business categories
• 90 service types with full cost and revenue models
• 441 US cities with local economy, demand, competition and licensing data
• 180 national intent guides (how-to-start and startup-cost)
• 79 editorial guides

Highest Opportunity Score — businesses

Highest Opportunity Score — cities

• 1. Frisco, TX — 74.8/100
• 2. Fremont, CA — 73.9/100
• 3. Irvine, CA — 70.9/100
• 4. McKinney, TX — 68.6/100
• 5. Gilbert, AZ — 66.3/100
• 6. Bellevue, WA — 66.2/100
• 7. Franklin, TN — 65.2/100
• 8. San Jose, CA — 65.2/100
• 9. Alpharetta, GA — 61.7/100
• 10. Austin, TX — 61.6/100
• 11. Meridian, ID — 61.4/100
• 12. Santa Clarita, CA — 61.4/100

How to cite LaunchLoop

LaunchLoop, “LaunchLoop Local Business Opportunity Index”, scoring model v1.0, last reviewed 2026-07-31. https://launchloopio.com/methodology

All LaunchLoop figures are planning estimates for a solo or small-team operator. They are not guarantees of income and should be presented as estimates when quoted.