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The method · in full · nothing hiddenShort version: the facts in your report — every popularity rank, every numerology number, every nakshatra syllable, every meaning flag — are computed by code from real data. AI assists with candidate expansion and report synthesis, while deterministic data and safety checks validate the output before its scheduled reveal. Here is every step, with nothing glossed over.
Unique names in the U.S. Social Security Administration baby-names dataset for the 2025 data year — the public record our popularity engine looks each name up in, rather than guessing.
That separation is the whole point. A name report is only worth paying for if its facts are true. So we never let a language model invent a rank, a meaning, a syllable, or a chart position — those come from deterministic engines and real datasets. AI can assist with candidate expansion and turn grounded inputs into clear, warm, personal writing; deterministic audits check the report against those inputs. We think that distinction is what separates a real report from a chat transcript.
Nothing here is improvised. Each report runs the same path — and you can see exactly which steps are deterministic code, which use AI, and which need you.
Your taste, constraints, surname, and any opt-in tradition — structured, with unbundled consent.
You + formCode computes the applicable facts: popularity data, safety-screen results, and any tradition calculations you selected.
Code · no AIAI can assist with candidate expansion and report wording, grounded in the verified facts above.
AI · groundedDeterministic checks verify the data-backed facts, supplied constraints, and output guardrails before scheduled delivery.
Automated checksA crafted, scheduled delivery — and a free post-birth nakshatra refinement if you chose that layer.
DeliveredThis is the part most products won't show you. Here's what actually happens, with a real example of what each engine produces.
A great name fits a specific family, so we start by understanding yours. The intake is structured — not a freeform chat — so every candidate later gets measured against the same set of things you told us.
This is the engine room, and it is the reason the report is trustworthy. Candidate scoring, popularity, and safety functions run in deterministic code; optional tradition engines run only when you select them. "Deterministic" means the same inputs always produce the same outputs — there is no model guessing, no improvisation, and nothing invented. The same name and relevant inputs will compute the same results every single time.
Here's exactly where AI comes in, and where it doesn't. The deterministic pipeline builds and scores the shortlist from structured intake and reference data. Where AI is used, it can assist with bounded candidate expansion and report wording; factual report elements come from the computed dossiers, not from model guesses.
The workflow instructs the synthesis layer to use the provided facts, show uncertainty where the data is uncertain, and avoid inventing details. Deterministic audits then check the report against those inputs before delivery.
"Maya pairs cleanly with Bennett — two soft syllables into a crisp surname — and sits beside your daughter Aria without rhyming or clashing. It's well-loved but not over-exposed: #62 and gently rising, so it's familiar without being a top-10 name."
Before delivery, the workflow runs fixed data and safety checks against source-backed popularity facts, the constraints you supplied, and output guardrails for clearer, safer treatment.
The shortlist is matched back to your intake — your no-gos, sibling set, and the heritage you asked us to honor — using the pipeline's structured criteria.
Naming a person is a moment, so we treat the delivery like one. Your report arrives as a designed, scheduled reveal you can read on your phone, print, or gift — not a raw file the second you finish typing.
Two reasons, both honest: the report completes its data checks (Stage 4), and a thoughtful reveal beats a file that lands mid-form-fill. Most reports are scheduled within a few hours of a completed intake, and we show you the planned reveal time before delivery.
We use AI, and we'll always tell you so. The trust is in the boundary: a clean line between what's computed and what's written.
If you've ever asked a free chatbot for baby names, you know the failure mode: a confident, fluent answer with no idea whether the popularity number is real. We removed that failure mode by design — the numbers can't come from the writer. They come from the engines, and the workflow validates the report against them.
It's the right thing to ask, and you deserve a straight answer. Here's the honest difference, point by point.
We'd rather over-explain than ask you to take it on faith. Here's what feeds the engines.
The official U.S. Social Security Administration baby-names dataset — the national record of how often each name was registered, going back to 1880 — drives every rank, count, and trend we report.
For families outside the U.S. or naming across cultures, we draw on published national and international name-frequency sources to ground popularity beyond the U.S. picture.
The classic Pythagorean and Chaldean letter-value systems, applied as fixed arithmetic — sum the letter values, reduce to a single digit. The math is identical every time.
For the Vedic nakshatra layer, we compute the Moon's ecliptic longitude from open astronomical ephemeris data, then map it to the nakshatra and pada to derive the traditional starting syllables.
Each candidate is checked for pronounceability, spelling friction, monogram/initials, and known unfortunate meanings or slang across major languages — the traps that are easy to miss until it's too late.
Commonly-cited etymologies and meanings from standard naming references, with explicit flags wherever a meaning is debated, varies by language, or is genuinely uncertain.
A note we mean: everything above describes how the product is built and how each report is produced — the engines, the sources, and the checks behind every figure. We won't dress that up with invented reviews, ratings, or numbers. What we can show you is exactly how it works, and a full sample report you can read end to end.
Most families never switch one on, and the core report is complete without any. If you do want one, here's the method — and the line we never cross.
Each name's number worked out by the classic letter-value methods, with what that number is traditionally associated with — and how it sits with your family's.
Method: fixed Pythagorean & Chaldean arithmetic, computed in code. A respected tradition — never a prediction, never a promise of luck or success.With a birth date, time, and place, we read the sun / moon / rising and suggest names whose feel and sound align with that chart's character.
Method: chart positions computed from open ephemeris data. A "chart-aligned vibe," offered as culture — never a horoscope of destiny.The traditional path: birth date, time, and place → the Moon's nakshatra and pada → the auspicious starting syllables — so the shortlist honors a practice families have used for generations.
Method: Moon longitude from ephemeris → nakshatra / pada → syllable map. Named and credited to the 27-nakshatra tradition — never whitewashed, never sold as fortune.Gematria name-values and the biblical / Hebrew roots and resonances of each name, for families who want that lineage reflected.
Method: traditional gematria values, computed; sources cited. Offered respectfully, as heritage — not as science or guaranteed outcome.Same checks, every report. This is the quality bar, written down.
Every rank, number, and syllable in the report can be traced back to the engine and dataset that produced it. Nothing free-floating.
Debated meanings and thin data are flagged in plain language. We're clear about what's genuinely uncertain instead of sounding falsely sure.
Your no-gos, sibling set, surname flow, and any heritage you asked us to honor are checked against the final shortlist.
No "perfect name guaranteed," no luck or fortune, no medical / financial / legal claim. The choice stays yours; we make it informed.
Want different finalists, a different style, or a tradition dropped? You get one free revision to make it right. And if it's genuinely not for you, there's a 14-day refund window. We'd rather earn the keep than argue you out of a refund you want.
Names Done Right is a new, independent product from the studio Underline. We're not pretending to be a 50-person company — we're a small operation that built a careful tool, with a named founder and support email you can use. As we grow, this page grows with what's actually true. You'll never read an invented statistic here.
We never see or store your full card number — payments are handled entirely by Stripe.
The fastest way to judge the depth is to read a full, labeled sample — built end-to-end the exact way yours would be. No email required.
One-time · no subscription · preview before you pay · one free revision · 14-day refund