How the CastleScore Works — Methodology

How the CastleScore Works — Methodology | Castle Ink
Castle Ink · Methodology

How the CastleScore works

An independent 0–100 rating for every printer we cover — blended from six weighted pillars, refreshed every month, and kept deliberately transparent.

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The short version

What the CastleScore is

The CastleScore is a single number, from 0 to 100, that tells you how good a printer really is for the money — accounting for the thing most reviews gloss over: what it actually costs to keep running.

We built it because Castle Ink has sold the ink and toner for these machines for years, so we know which printers are cheap to feed and which ones quietly drain your wallet after you buy them. Every score combines what real owners say, what independent labs measure, and our own cost-per-page data — then a human editor signs off before it's published. Scores are recalculated monthly, so a printer's rating moves as sentiment, pricing, and new models change.

The engine

The six pillars

Each printer is scored 0–100 on six pillars. Those pillar scores are combined using category-specific weights (below) into the final CastleScore. Percentages shown are the inkjet weights; laser weights differ slightly.

1 · Owner Sentiment

Weight: 28%

Verified-purchase ratings aggregated across Amazon, Best Buy, Walmart, Staples, Target and manufacturer sites, plus qualitative signal from Reddit and printer forums. Weighted for review volume, recency, and long-term (6-month-plus) ownership, so a printer that owners still like a year later beats one that only impresses on day one.

2 · Expert Consensus

Weight: 18%

Scored, hands-on reviews from independent labs — RTINGS, Consumer Reports, PCMag, Wirecutter, Tom's Guide and TechRadar. When professional testing and owner sentiment disagree sharply, we flag it and dig into why before publishing.

3 · True Cost to Run

Weight: 24%

The pillar no pure-review site can calculate as well as we can. We compute real cost-per-page from actual OEM and compatible cartridge/toner pricing, page yield, and ink efficiency — including tank and subscription models — using Castle Ink's own catalog. A cheap printer that's expensive to feed scores low here on purpose.

4 · Reliability & Longevity

Weight: 13%

How likely it is to keep working. We mine the review corpus for recurring failure signals — paper jams, printhead clogs, Wi-Fi drops, firmware lockouts — and factor in rated duty cycle and warranty terms. This is separated from raw sentiment so a well-liked printer that jams constantly can't hide behind its star rating.

5 · Features & Usability

Weight: 12%

Whether it does what you need, easily: print speed, connectivity, automatic duplex, scan/copy/fax and document feeders, mobile-app quality, paper handling, and how painful setup is.

6 · Value for Money

Weight: 5%

A composite that rewards printers punching above their street price — the consistent tie-breaker between two otherwise similar machines.

Inkjet vs. laser

Category-adjusted weighting

Inkjet and laser buyers optimize for different things, so the same six pillars carry slightly different weights in each category.

Pillar Inkjet Laser Why the difference
Owner Sentiment 28% 28% Anchor signal in both categories.
Expert Consensus 18% 20% Lab-measured throughput matters more for office laser.
True Cost to Run 24% 18% Ink cost is the make-or-break pain point for inkjet.
Reliability & Longevity 13% 18% Laser buyers prize durability and duty cycle.
Features & Usability 12% 11% Scan/photo/app features skew inkjet.
Value for Money 5% 5% Consistent tie-breaker.
The math

How the number is calculated

Each pillar is normalized to a 0–100 sub-score (star ratings, expert scores, and cost-per-page are all mapped onto the same scale, with cost-per-page measured against the category's range so the cheapest-to-run printer earns 100). The sub-scores are multiplied by their weights and summed:

CastleScore = (Sentiment × w₁) + (Expert × w₂) + (Cost × w₃) + (Reliability × w₄) + (Features × w₅) + (Value × w₆) Inkjet example — pillar scores 92 / 88 / 96 / 88 / 90 / 93 = (92×.28)+(88×.18)+(96×.24)+(88×.13)+(90×.12)+(93×.05) = 25.8 + 15.8 + 23.0 + 11.4 + 10.8 + 4.7 → CastleScore 92 (Castle Elite)

Finally, a human editor reviews any printer whose owner sentiment and expert consensus diverge beyond a set threshold, or whose score moved sharply since last month, before it's published.

Reading the score

Score tiers & badges

90–100
★ Castle Elite
Best-in-class; top of its category.
80–89
Highly Recommended
Excellent for most people.
70–79
Recommended
Solid, often the smart-money pick.
60–69
Situational
Right for specific needs.

Printers scoring below 60 aren't included in the published Top 10s.

Where the data comes from

Our sources

Input Sources
Owner reviews Amazon (verified-purchase filtered), Best Buy, Walmart, Staples, Target, manufacturer pages; Reddit & printer forums.
Expert reviews RTINGS, Consumer Reports, PCMag, Wirecutter, Tom's Guide, TechRadar.
Cost data Castle Ink's own cartridge/toner catalog (OEM + compatible), manufacturer page-yield specs, current hardware street prices.
Specs & reliability Manufacturer specifications, warranty terms, and complaint-pattern mining from the review corpus.

We use only publicly available review data and our own first-party pricing. Purchased or fabricated reviews never enter the model — the credibility of the score is the whole point.

How we stay honest

Transparency & independence

AI-assisted, human-verified

Reading thousands of reviews across dozens of printers every month is only possible with AI, so we use it to aggregate and summarize sentiment, surface recurring complaints, and normalize inputs. But AI doesn't get the final word — our editors validate every published ranking. AI makes us more thorough; people make the call.

How we make money

Castle Ink earns affiliate commissions when you buy a printer through our links, and we sell the compatible ink and toner cartridges for the printers we rank. We state this plainly because owning the conflict is more honest than hiding it — and neither affiliate deals nor our cartridge business influences a printer's score or where it places.

Editorial independence

Scores are set by the methodology on this page and by our editors — never by advertisers or sponsors. If we ever partner with a brand to present the CastleScore, that sponsorship buys visibility, never rank, and it's always disclosed.

Common questions

FAQ

How often is the CastleScore updated?+
Every month. We recalculate scores as new reviews accumulate, prices move, and new models launch, then publish refreshed Top 10 rankings for both inkjet and laser. Each printer shows a trend arrow comparing this month to last.
Is the CastleScore just AI-generated?+
No. AI helps us analyze reviews and expert tests at a scale no team could read by hand, but every published ranking is validated by a human editor. AI does the reading; people make the final judgment.
Does Castle Ink get paid to rank printers higher?+
No. We earn affiliate commissions on printer sales and we sell compatible cartridges, but neither affects a printer's score or placement. Scores come only from the six-pillar methodology on this page.
Why does Castle Ink's cost-per-page differ from other sites?+
Because we calculate it from real cartridge and toner prices — including compatible options — rather than list prices or estimates. Selling those consumables is our core business, so our cost data reflects what you'll actually pay to keep the printer running.
What's the difference between the inkjet and laser scores?+
They use the same six pillars but slightly different weights. Inkjet scores lean harder on running cost (ink is the pain point); laser scores lean harder on reliability and durability (what office buyers care about most).
Why isn't a popular printer in the Top 10?+
Either it scored below the printers that made the list this month, or it fell below our 60-point cutoff. Rankings change monthly, so a printer that's out now can return as its sentiment, price, or a new firmware update shifts its score.
The CastleScore™ — a Castle Ink rating standard · Updated monthly
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© Castle Ink. Independent · AI-assisted & human-verified.