Conversion Diagnosis Engine
LossPoint is a deterministic diagnostic system that identifies the single biggest conversion bottleneck on your page — using structured scoring rules, named leak patterns, and real-world case studies. Not AI opinions.
Every diagnosis is built from the same methodology. Same page, same score, same constraint. Every time.
Why this is different
Most conversion tools feed your page to an AI model and return whatever it generates. Different every time. No methodology. No scoring rules. No accountability.
LossPoint works differently. The diagnostic engine extracts facts from your page, scores them against deterministic rules, identifies your primary constraint, matches it against known conversion leak patterns, and only then uses AI to explain the findings in plain language.
The AI explains. It does not decide. The diagnosis comes from the system.
The Diagnostic Process
Every headline, CTA, testimonial, pricing element, and trust signal is extracted and catalogued. No interpretation — just structured facts from your page.
Deterministic rules score your page across seven categories: Clarity, Positioning, Trust, Offer, Conversion, Psychology, and UX. Same page produces the same score. Every time.
The constraint with the highest score impact is identified and named. Not a vague suggestion — a specific, named bottleneck like "Missing Trust Infrastructure" or "Outcome Disconnect."
Your constraint is matched against documented conversion failure patterns — Mission Before Value, Weak Trust Stack, CTA Friction, and more — each backed by observed outcomes from real businesses.
Severity, fix difficulty, estimated impact, and a 30-day monitoring plan are calculated deterministically from the scoring data.
Only after the system has completed its analysis does AI step in — to quote your actual page content as evidence and explain the visitor psychology. The AI writes the explanation. It does not generate the diagnosis.
The real problem
Founders change headlines, test CTAs, rebuild sections, adjust pricing — without knowing which change matters most. They fix five things when one thing is responsible for most of the loss.
The result: wasted effort on changes that don't move the metric, while the real constraint stays untouched. The page feels different but converts the same.
LossPoint exists to identify the real bottleneck before you waste time rebuilding the wrong thing. One constraint. Identified first. Fixed first.
Sample Output
LossPoint Diagnosis
Overall Score
Deterministic · Repeatable
Score Breakdown
Every score is explainable. Every deduction has a named rule. Every pattern is documented.
Category of one
| AI Page Review | LossPoint | |
|---|---|---|
| Method | Feed page to AI, return opinions | Structured extraction → scoring → constraint ranking |
| Output | List of suggestions | One named constraint with confidence level |
| Consistency | Different every run | Deterministic — same result every run |
| Evidence | Generic observations | Your page content quoted verbatim |
| Scoring | Hidden or absent | Every deduction traced to a named rule |
| Pattern matching | None | Matched against documented failure patterns |
| Case studies | None | Supported by real-world conversion data |
| Approach | AI generates everything | System diagnoses, AI explains |
Methodology
Deterministic scoring rules
Cialdini influence principles
Ca$hvertising framework
Documented failure patterns
Real-world case studies
Structured diagnostic engine
Deterministic, not generative
The scoring engine runs the same rules every time. No prompt variation, no model temperature, no randomness. The score is a product of your page facts, not AI creativity.
Patterns backed by evidence
Every failure pattern in the system is documented with real-world case studies showing what happened when businesses fixed the same constraint. The diagnosis cites evidence, not assumptions.
One constraint, ranked by impact
The system identifies every scoring gap across seven categories, then ranks them by impact. The primary constraint is the one costing you the most. Fix that first.
How it works for you
Free Diagnosis
FreeYour primary constraint identified, scored across seven categories, matched against known patterns, with quoted page evidence and visitor psychology explained.
Implementation Blueprint
$49Exact replacement copy, before/after comparisons, implementation order, copy alternatives, 30-day monitoring roadmap, and supporting case studies from the knowledge base.
Full Recovery Plan
Coming soonAll constraints identified. A Blueprint for each. Complete conversion recovery roadmap for the entire page.
You're spending money on traffic but your conversion rate tells you something is wrong
You've changed headlines, CTAs, layouts, and pricing — but don't know which change actually mattered
You've read generic 'improve your value proposition' advice and it didn't help
You want the single most impactful change identified by a system, not suggested by a model
You'd rather fix one constraint in 30 minutes than audit 47 possible improvements
Is this just ChatGPT reviewing my page?
No. LossPoint uses a deterministic diagnostic engine. Facts are extracted from your page, scored against structured rules, and matched against known conversion leak patterns. AI is the explanation layer — it writes the summary after the system has already identified the constraint. The AI does not generate the diagnosis.
Why should I trust the score?
Because every deduction is traceable. Each point lost maps to a specific rule that fired against a specific element on your page. You can verify every deduction against your own content. The scoring doesn't hide behind a black box.
What makes this different from other conversion tools?
Most tools generate a list of suggestions. LossPoint identifies one primary constraint — the bottleneck with the highest score impact — and provides a complete implementation blueprint to fix it. The diagnosis is deterministic, pattern-matched, and backed by case studies.
What does the $49 Implementation Blueprint include?
Exact replacement copy, before/after comparisons, step-by-step implementation order, copy alternatives you can choose from, what not to change, a 30-day monitoring roadmap, and supporting case studies from the knowledge base.
What if the Blueprint doesn't work?
If the implementation is unclear, unusable, or doesn't match your page, we rewrite it. We can't guarantee conversion lift because traffic quality, pricing, and offer strength also affect results. But we guarantee the diagnosis is specific to your page and the implementation is actionable.
Find the one constraint that's costing you the most conversions. Fix it. Then find the next one.
Find my biggest conversion constraint →Free diagnosis · No signup · Deterministic scoring