How we produce our gold outlook

Every hard number we display — the spot price, the daily change, the 30-day chart on our trends page — is fetched from a market data source. None of it is produced by a language model. This separation is deliberate and is the single most important thing on this page: models are useful for explaining a market and unreliable for quoting it, so we never ask one to supply a price.

Our current price source is the CoinGecko public API, which we read via PAX Gold (PAXG) — a token backed one-to-one by physical gold — as our proxy for the XAU/USD spot price. You should know what that implies: PAXG tracks the gold price closely but is not the London benchmark fix, and it can deviate modestly, particularly during thin trading. Our figures are appropriate for orientation and education; they are not suitable as a settlement or valuation price, and you should confirm against your dealer’s own quote before transacting.

The spot quote refreshes roughly every 5 minutes and the 30-day series roughly hourly. Each page shows when its data was last updated. If the upstream source is unavailable we show the last known good reading and label it, rather than displaying a blank or a stale number silently.

The macro figures behind the “macro pressure” panel — the broad dollar index, the 10-year real yield, and the 10-year Treasury yield — come from FRED, the Federal Reserve Bank of St. Louis, using only public-domain series. Two details worth stating: the dollar figure is the Federal Reserve’s trade-weighted broaddollar index, not the ICE “DXY” that headlines usually quote — they move together but are not the same index — and the inflation breakeven is derived by subtracting the real yield from the nominal yield rather than taken from a published series. These are daily readings, not live ones, and the panel shows the observation date for each.

That panel is a snapshot stored alongside each outlook rather than a live lookup, which is deliberate: it means the macro numbers you see are the ones the analysis was actually written against, not whatever the market has done since.

The written analysis is drafted by an AI system and reviewed by a human before it is published. We state this plainly because you should be able to weigh it. Concretely, each outlook goes through these steps:

1. 1Market data is fetched first, from the source described above, and passed into the drafting step as fixed ground truth the model is not permitted to alter.
2. 2A large language model drafts the analysis on top of that data. It has web search available so it can take account of recent, relevant market news, and it is required to cite the sources it relies on.
3. 3The draft is validated against a strict schema. Anything missing a required field — a signal, a rationale, a source — is rejected outright rather than published in part.
4. 4The result is opened as a change for review. A human reads it and decides whether it publishes. Nothing reaches the site automatically.

Every published outlook lists the sources behind it. We encourage you to follow them — an analysis you can check is worth more than one you have to trust.

Our AI disclosure goes further: what the drafting system is, exactly which parts of the site it writes and which it never touches, what happens to its output before publication, and the failure modes that survive all of it.

Our insights articles are produced the same way, with one difference: they are not on a schedule. Each topic is chosen deliberately by a person in response to what is actually happening in the market, then drafted, cited, reviewed, and published through the same pipeline.

“Human reviewed” is a claim worth being specific about, because it is often used loosely. In our case the reviewer checks that the quoted figures match the fetched market data, that the cited sources exist and genuinely support the claims made, that the reasoning is internally consistent with the signal, and that the tone stays educational rather than promotional or alarmist. Anything that fails is corrected or discarded.

What that review is not is a guarantee of accuracy. It is a competent editorial check on a piece of market commentary, not a professional audit, and it cannot make an uncertain forecast certain.

Each outlook carries two calls — a short-term and a long-term view — because they frequently disagree, and that disagreement is information rather than a contradiction. A market can be stretched over weeks while remaining well supported over years.

The outlook is regenerated daily, and both the short- and long-term calls are reconsidered each time. In practice the long-term view changes far less often than the short-term one — that is expected, and a stable long-term call is a feature rather than a stale page.

The publication date on the outlook always reflects the view actually shown. If a day’s draft fails validation or review, we keep the previous published outlook and its original date rather than publishing something unchecked.

Our gold calculator is deterministic arithmetic that runs in your browser — no model is involved and nothing you enter is sent to us. Quantity is your budget divided by the dealer price per ounce, where that price is the spot price multiplied by the metal’s purity and then by one plus your dealer premium.

Break-even is the spot price multiplied by one plus the premium. Purity cancels out of that calculation, which is why the percentage rise you need to break even is the same for 24K and 14K: you pay the premium either way. The figures exclude storage, insurance, taxes, shipping, and any sell-side commission, all of which are real costs that will worsen your actual outcome.

Nobody can forecast the gold price, and we are not claiming to. What we publish is a reasoned reading of current conditions, which will sometimes be wrong. Beyond that general caveat, these specific limits apply: our spot price is a proxy rather than the benchmark fix; AI-drafted analysis can misread a situation in ways review does not always catch; our sources are public reporting, so we inherit their errors and lag; and market conditions can change materially between our last update and the moment you read it.

We are independent. We do not sell gold, we take no commissions or dealer referrals, and no third party pays for or influences a call. We also do not provide personalized advice — we cannot see your finances, your tax position, or your goals, and nothing here is tailored to them.

Every outlook and article carries the date it was last updated, so you can always judge how current a view is before you rely on it.