CarCareTruth

How We Score Products

Every product on CarCareTruth receives up to three scores. Each is computed from publicly available safety data, ingredient analysis, and editorial research — not manufacturer claims. Below is the full methodology for each score so you can verify our work.

CCT

CCT Score

The CCT Score is our headline rating — a composite “would I recommend this?” number on a 1–10 scale. It blends four weighted components:

ComponentWeight
Effectiveness45%
Value25%
Health20%
Environment10%

Effectiveness (45%)

The editorial heart of the score: “Does the product do what it claims?” We score effectiveness within a product’s category — comparing a ceramic spray to other ceramic sprays, not to a bucket.

Data sources (priority order): SDS/TDS active-ingredient analysis, Amazon verified-purchase sentiment (trailing 12 months weighted 2×), detailing community consensus (r/AutoDetailing, Autogeek, DetailingWorld), and manufacturer claims (treated as hypotheses, not evidence).

A product cannot score above 7.0 on manufacturer claims alone — at least one external corroborating source is required for higher scores.

Value (25%)

Value is price-per-userelative to the category median, not sticker price. We estimate applications per container (dilution ratios for concentrates, panels per kit for coatings, wash cycles for towels) and compare cost-per-application to peers. A product at category-median cost scores 5.0; each 20% cheaper adds +1.0, each 20% more expensive subtracts −1.0.

Community & Amazon Adjustments

After computing the base composite, two small adjustments keep the score grounded in real-world feedback:

  • CarCareTruth community: ±0.3 max (requires 3+ rated comments)
  • Amazon rating signal: ±0.2 max (Bayesian-smoothed with 50-review prior)

These adjustments keep community voice present without letting a handful of reviews dominate the editorially-computed score.

Confidence Levels

LevelMeaning
verifiedAll 4 components scored + external effectiveness source
provisionalEffectiveness from specs/claims only, no external validation
partialMissing Health or Environment score
unratedCannot score effectiveness (no data)

Health Score

The Health Score (1–10, one decimal) reflects realistic risk to a home detailer — not industrial worst-case, not regulatory theater. We start at 10.0 and deduct for identified hazards using publicly available SDS and GHS data.

Deduction-Based Method

“Start high, deduct” makes the score explainable: each line item corresponds to a verifiable data point you can check against the product’s SDS.

Tier 1 — Critical risks (max −6.0)

  • GHS Signal word DANGER: −2.0
  • H330 (fatal if inhaled): −3.0
  • H334 (respiratory sensitizer) or confirmed asthmagen: −2.5
  • H314 (skin corrosion/burns): −2.0
  • H318 (serious eye damage): −1.5
  • Contains PFAS: −2.0
  • Prop 65 warning on label: −1.5
  • H350 (carcinogen Cat 1): −2.0 — hard cap at 4.5

Tier 2 — Major risks (max −4.0)

  • Signal word WARNING: −0.5
  • H317 (skin sensitizer): −1.0
  • H335 (respiratory irritation): −0.75
  • H315/H319 (skin/eye irritation): −0.3 each
  • High VOC: −1.0 (additional −0.5 if ≥500 g/L)
  • Extreme pH (≤2 or ≥12.5): −1.0

Tier 3 — PPE burden (max −2.0)

  • Respiratory PPE required: −1.5
  • Respiratory PPE recommended: −0.5
  • Eye/skin PPE required: −0.25

Form Factor & Concentration

Aerosols cap at 9.0 (inherent inhalation vector). Sprays apply lung-related deductions at 1.25×. Ingredient concentration modulates deductions: <1% halves the penalty, >10% increases it by 25%.

Bonuses & Hard Caps

EPA Safer Choice certification adds +0.5. No GHS signal word adds +0.3. Products confirmed carcinogenic (H350) cannot exceed 4.5; respiratory sensitizers (H334) cannot exceed 5.5.

Score Labels

ScoreLabel
9.0–10.0Minimal Risk
7.0–8.9Low Risk
5.0–6.9Moderate Risk
3.0–4.9Elevated Risk
1.0–2.9High Risk

Health Score Disclosure

This score is CarCareTruth editorial opinion based on publicly available safety data — Safety Data Sheets, GHS classifications, and regulatory listings. It reflects estimated risk for typical home-detailer use and is not a medical assessment, regulatory determination, or substitute for reading the product label and SDS. Always follow manufacturer safety instructions.

Environment Score

The Environment Score (1–10, integer) reflects realized environmental impactfrom typical consumer use. Design principle: harm = (intrinsic toxicity × persistence) × exposure pathway.

Baseline & Pathway Modifier

Every chemical starts at 7.0. Rinse-off products (car wash soaps, wheel cleaners, degreasers) multiply all deductions by 1.25× because they enter waterways directly. Leave-on products (coatings, sealants, dressings) multiply by 0.75×.

Deductions

Bio-persistence

  • Contains PFAS: −3.0 (hard cap: max score 3)
  • Bioaccumulative ingredient: −1.5 per compound (max −3.0)
  • Persistent non-PFAS ingredient: −1.0 per compound (max −2.0)
  • Ozone-depleting substance: −2.0 (hard cap: max score 4)
  • Microplastic ingredient: −1.5 per ingredient (max −2.5)

Aquatic toxicity

  • Product-level aquatic toxic flag: −1.5
  • Per-ingredient aquatic toxicity: −1.0 each (max −2.0)

VOC load

  • 0–50 g/L: no deduction
  • 51–150 g/L: −0.5
  • 151–350 g/L: −1.0
  • 351–550 g/L: −1.5
  • >550 g/L: −2.0

Credits (Positive Attributes)

  • EPA Safer Choice: +2.0
  • Product-level biodegradable: +1.0
  • All ingredients biodegradable: +0.5 (stacks)
  • CARB compliant: +0.5
  • Waterless/rinseless formulation: +1.0

Score Labels

ScoreLabel
9–10Best Available
7–8Environmentally Responsible
5–6Average
3–4Notable Concerns
1–2Significant Concerns

Worked Example

Here's the full scoring of a real product on the site — Optimum Ultra Ceramic Seal — so you can see the rubrics applied end-to-end.

Health Score: 8.9 — Low Risk

Starting score:                            10.0
Signal word: WARNING                       −0.5
H315 (skin irritation)                     −0.3
H319 (eye irritation)                      −0.3
PPE eyes: required                         −0.25
PPE skin: required                         −0.25
Biodegradable + no PFAS bonus              +0.2
Aminosiloxane only 1-5% in water           +0.3
                                            ────
Final:                                      8.9

Environment Score: 9 — Best Available

Baseline (chemical):                       7.0
No aquatic toxicity                        +1.0
No PFAS                                    +0.5
CARB compliant                             +0.5
                                            ────
Final:                                      9

CCT Score: 7.8 — Recommended

Effectiveness   8.0 × 45%  →  3.60
Value           6.0 × 25%  →  1.50
Health          8.9 × 20%  →  1.78
Environment     9   × 10%  →  0.90
                              ────
Composite:                    7.78  → 7.8

Confidence: provisional — effectiveness is based on documented chemistry, manufacturer technical literature, and Amazon/community sentiment, but not a hands-on long-term test. See the live product page →

Transparency & Rubric Versioning

All scores store the rubric version used at scoring time (currently v1.0). When we update the methodology, we bump the version — existing product scores display which version they were scored under, and re-scoring happens on the next editorial pass, not retroactively.

Sponsored products are scored identically to non-sponsored products. Affiliate links never alter rankings or scores. A sponsored review is still a real review.

Questions about our methodology? Contact us.