Education-only · Not a lender, broker, or lead generator

The homebuying site that shows its work — and can prove it.

Public government data, refined into clear tools. Every number carries its source, its methodology, and a ledger receipt. No sales pitch, no referrals, no advice on what you “should” do — just the math and where it came from.

Sample: True monthly cost

A $425,000 home, 10% down · Worcester County, MA

true-cost-v3
Principal & interest
$2,514
Property tax
$445
Homeowners insurance
$132
PMI (LTV > 80%)
$149
Maintenance reserve
$354

True monthly cost

$3,594

Lender-approved payment: $2,663

The gap you plan around: $931/mo

Illustrative figures. Every line links to its public source — click a source tag above.

The problem

First-time buyers are drowning — and the biggest blind spot is cost.

The largest purchase of most people's lives comes with pressure, jargon, and numbers nobody explains. We don't sell you a way out. We show you the math, name every source, and let you decide.

65%

of buyers found the process harder than they expected.

46%

underestimate the true cost of owning a home.

~3x

more likely to regret the purchase if they felt rushed.

The tools

Free tools. No login for answers.

Each one explains its math and cites its data. None of them tells you what to do.

How we keep it honest

Trust isn't a tagline here. It's the architecture.

These aren't preferences we hope to keep. They're hard rules the product is built to enforce.

Every number has a source

No figure ships without its origin — the dataset, the vintage, and the retrieval date. Click any source tag to see it.

We suppress before we publish

When a benchmark cell is too thin to be honest (fewer than 25 records), we show it as suppressed — never a made-up number.

Staleness is shown, not hidden

Data past its refresh window is flagged in the open. A program unverified for 90+ days tells you to check with the source.

Methodology is receipted

Every methodology version and benchmark publication is written to an append-only, externally anchored ledger. You can verify it.

Built for humans and machines

The citable, verifiable data layer for AI homebuying answers.

When an assistant answers a buyer's question, it needs a neutral source it can cite. CandidCost exposes the same sourced tools over a read-only, stateless interface — every response carries its citations, methodology version, and ledger receipt, and never returns individualized advice.

  • Read-only and stateless — no caller inputs stored, no PII accepted.
  • Deterministic, versioned responses with source citations built in.
  • Every figure is verifiable against the public ledger by its receipt.
aboveboard · fee_benchmarks
{
  "state": "MA",
  "loan_band": "250-400k",
  "median_total_loan_costs": "$5,120",
  "n": 3184,
  "methodology_version": "benchmarks-v3",
  "source": "CFPB HMDA public LAR (2024)",
  "receipt_hash": "0x9f21…c4a7",
  "educational_only": true,
  "disclaimer": "Not advice. Estimates from public data."
}
First-Time Buyer Command Center

Everything you need to negotiate from a position of knowledge.

A self-guided kit that turns the tools into a step-by-step process — worksheets, scripts, and checklists. Instant delivery, 30-day refund, not-advice throughout.

$49one-time · lifetime updates
See what's inside

What's included

  • Affordability worksheet
  • Loan Estimate decoder cheat sheet + per-fee negotiation scripts
  • Offer-to-close checklist
  • Pressure Protocol: walk-away math + 24-hour decision framework
  • Co-Buying Module: title structures + the conversation before you buy