> For the complete documentation index, see [llms.txt](https://matterhorn-doc.mometic.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://matterhorn-doc.mometic.com/investigate-the-business/forward-demand.md).

# Forward demand

Learn to distinguish Matterhorn backlog, RPO, bookings, deferred revenue, ARR, and customer signals, and compare them on a consistent basis.

Forward demand is valuable because it can reveal business activity before it appears in delivered revenue. Its usefulness depends on what was measured, how firmly it is committed, and how much eventually becomes profitable cash generation.

## Different measures answer different questions

| Measure                        | What it generally describes                                      | Main interpretation risk                                            |
| ------------------------------ | ---------------------------------------------------------------- | ------------------------------------------------------------------- |
| Backlog                        | Company-defined business yet to be delivered                     | Cancellation rights, scope, and conversion timing differ            |
| RPO                            | Transaction price allocated to remaining performance obligations | Accounting exclusions and recognition horizons matter               |
| Orders / bookings              | Business added during a period                                   | Gross orders may not reflect cancellations or comparable scope      |
| Book-to-bill                   | Orders divided by recognized revenue over a period               | Above 1× does not establish profitability or certainty              |
| Deferred revenue               | Amount recorded as a liability before revenue recognition        | Current-only and total balances cannot be mixed                     |
| ARR                            | Annualized recurring-revenue measure defined by the company      | It is not necessarily GAAP revenue or irrevocably contracted demand |
| Retention / customer additions | Development of the customer base                                 | Net vs gross, paid vs free, and customer-size definitions vary      |
| Guidance                       | Management's stated outlook                                      | It is a claim about the future, not an observed outcome             |

Definitions and source periods control whether two observations can be compared. In particular, backlog balances, booking flows, recurring-revenue run rates, and management language should not be added together as if they were the same unit.

## Read the Inflection panel carefully

In **Compounding → Inflection**, Matterhorn compares reported demand growth with trailing financial growth and displays the difference in **percentage points** where supported. It checks for issues such as stale dates, mismatched scopes, and current-versus-total deferred revenue. When comparison is unsupported, **Needs context** is the useful result.

A demand measure growing 30% against revenue growth of 20% produces a **10 pp gap**. That is not by itself acceleration: acceleration requires comparing a growth rate with its earlier growth rate. A year-over-year demand measure compared with a three-year CAGR also spans different horizons. The panel is reported context, not a standalone scoring bonus.

## A better demand investigation

Ask whether the same definition grew across comparable periods, whether the commitments can be cancelled, and whether conversion timing is changing. Then check gross profit, margins, working capital, and cash flow. A bigger order book that requires unfavorable pricing or substantial financing can be less attractive than it first appears.

For companies without meaningful backlog, use an economically appropriate question: retention and expansion for a subscription business, procedure growth for a device company, or product concentration and regulatory progress for a drug business. Do not fabricate a backlog substitute from unrelated liabilities.

> **Pro Tip — Ask what converts, when, and at what economics.** A record balance is less useful than a comparable trend with credible conversion and acceptable margins.

## When something looks extreme

A very large negative demand reading can come from real weakness, a small denominator, a business sale, or a scope change. Before reacting, inspect both underlying observations. A 90% fall in current deferred revenue is not automatically a 90% collapse in total customer demand.

Related: [sources and citations](/investigate-the-business/evidence-and-citations.md), [glossary](/reference/glossary.md), [freshness](/keep-research-current/refresh-and-freshness.md).