NeurNEUR
Back to Insights
Guides

How to Read a Neur Score: What 58, 72 and 84 Actually Mean

A Neur Score is a 0 to 100 rating of one business in one place, built from five pillars of public data. It is not a prediction that you will succeed. Here is what each band means, why competitors raise the score instead of lowering it, and how to use the levers under the verdict.

By Neur Research·Published October 8, 2026· 4 min read
How to Read a Neur Score: What 58, 72 and 84 Actually Mean

Key takeaways

  • 1The score is the weighted sum of five pillars: Market, Competition, Location, Financial and Personal.
  • 2A well-prepared plan in an ordinary city lands at 70–80. Above 80 is Strong Opportunity; 50–64 means change one specific thing.
  • 3Competitors raise the score as proof of demand. Points come off only for saturation per resident or a wall of highly rated incumbents.
In this article
  1. The five pillars
  2. The bands
  3. Why competitors raise the score
  4. What a 58 means
  5. What the score is not
  6. How to use it

Every Neur report opens with a number between 0 and 100 and a label. People read it the way they read a credit score, as a verdict on themselves. It is not that. It is a measure of fit between a specific business and a specific place, built from public data, with a list underneath of what would change it.

Here is how to read it.

The five pillars

The score is the weighted sum of five pillars. The weights depend on the industry: location counts more for a café than for a cleaning crew, financial fit counts more for a restaurant than for a tutoring business.

  • •Market. Who lives and works within reach, whether they match the customer for this business, and whether the county is adding or losing jobs in this industry. Sources: Census American Community Survey, Census LODES worker counts, BLS county employment.
  • •Competition. How many businesses of this type already serve the area per resident, how they are rated and priced, and whether comparable cities support the concept. Sources: Google Maps, Census County Business Patterns.
  • •Location. What the specific corner or zone offers: anchors, daytime population, commercial activity, rent against revenue. Sources: Google Maps, Census, commercial rent data.
  • •Financial. Whether your budget sits inside the planning range for the industry, and whether the modeled operating numbers for this place reach break-even. Sources: Neur's authored operating models, localized with BLS wages and local rent.
  • •Personal. Experience, time, and commitment, from your own answers.

Each pillar has its own score and its own highlights. The highlights are the part to read; the number is the summary.

The bands

ScoreLabelWhat it means
80 to 100Strong OpportunityThe business fits the place on nearly every pillar. Go deeper on the one that scored lowest.
65 to 79PromisingThe ordinary result for a well-prepared plan in an ordinary city. The levers tell you which pillar to work on.
50 to 64Buildable with adjustmentsThe plan works if you change something specific: budget, location, operating model or concept.
35 to 49Rethink the planTwo or more pillars are working against you. Usually the concept and the place do not match.
Under 35Not the right timeA real mismatch: a budget far below the range, a shrinking county, or no demand signal.

Most reports land between 65 and 80. That is by design. A scale on which no real plan can score above 60 tells you nothing, and the previous version of our scoring had that problem; we fixed the scale, not the facts.

Why competitors raise the score

The most common surprise in a report is the Competition pillar scoring well in a city with plenty of competitors. People expect "no competition" to be the best case. It is usually the worst: a business type that nobody runs in a place is more often a sign that nobody wants it than a sign that nobody has tried.

Existing competitors are proof of demand. The score takes points off in two cases only: real saturation, measured as too many establishments per resident against the state benchmark, or a wall of highly rated incumbents that leaves no gap. A dozen competitors with three-star averages and years of complaints about hours and service is not a wall; it is the opening your plan should be built around. The report names those incumbents.

The pillar also checks comparable cities. If the same business is established in five cities that look like yours, per capita, that is a small bonus and a large reassurance.

What a 58 means

A 58 is Buildable with adjustments. It does not mean the idea is bad. It means one or two pillars are pulling the number down, and the verdict block says which. The usual culprits:

  • •A budget well below the planning range for the industry. The lever is a cheaper operating model, a smaller space, or more capital.
  • •A location whose trade area does not hold your customer. The lever is a different zone, and the report ranks them.
  • •A county where the industry is losing jobs. The lever is a different concept or a different county.

Change one thing, run the report again, and compare the two. The second report is where most of the value is.

What the score is not

It is not a prediction that you will succeed, and it does not know how good you are. Two owners can open the same business on the same corner and get different results, and the score will be the same for both. What it measures is whether the place gives the business a fair chance. The rest is execution, which the action plan at the end of the report is built to support.

It is also not a national ranking. A 72 in Boise and a 72 in Brooklyn are both Promising for different reasons, and the pillars underneath them will look nothing alike.

How to use it

  1. 1Read the label and the levers first.
  2. 2Read the lowest pillar's highlights. That is where the risk is.
  3. 3Read the competitor map and the comparable cities. That is where the demand is.
  4. 4Change one lever and run it again.

Run a Neur report for your business and city, or read the methodology for how the pillars are built.

Quick answers

What is a good Neur Score?
A well-prepared plan in an ordinary city usually lands between 70 and 80, which Neur labels Promising. Above 80 is Strong Opportunity. Between 50 and 64 is Buildable with adjustments, which means the plan works if you change something specific, usually the budget, the location or the concept.
Why does my report say competitors are a good sign?
Because existing competitors are proof that people in that place already pay for what you sell. The score takes points off only when competitors are too many per resident, or when the incumbents are all highly rated and leave no gap. Mediocre, long-standing incumbents are an opening.
Can I raise my Neur Score?
Yes. Every verdict lists the levers that would move it: a budget closer to the planning range, a location with more of your customer within a drive, a different operating model, or a concept that fits the county trend. Change one, re-run the report, and compare.

Sources and method

Neur scoring methodology, version 3 (September 2026). Data sources as named per pillar. Checked October 8, 2026.

Researched and drafted with AI assistance from the public data above, then reviewed by Neur before publishing. Figures carry the date they were checked; the update date changes when a figure is corrected. How Neur Research works. Informational only; not business, legal or financial advice.

Related