The material cost outlook

Forecasting is where Verinode reads published industry data alongside your own operating picture and projects both forward. Most of the page is about demand, how much work is coming. The material c…

9 min read·Updated July 13, 2026
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What the material cost outlook shows

Forecasting is where Verinode reads published industry data alongside your own operating picture and projects both forward. Most of the page is about demand, how much work is coming. The material cost outlook is the page's one block about the other half of the picture: what that work is going to cost you in materials, based on where material prices are actually trending.

It answers one plain question: if material prices keep moving the way they have been moving over the last year, what does that mean in dollars for a shop that spends the way you spend? It reads your own trailing material spend, matches it against the published government price trend for the material families you actually buy, and turns the two together into a single sentence: how fast prices are moving, what that costs you a year at your current volume, and what next quarter is likely to cost.

Verinode does not set your prices, does not tell you what to charge, and does not decide anything for you. It reads the trend and your own numbers, and shows you the math. You decide what to do with it, whether that is adjusting supplement language for material escalation, renegotiating a supplier, or just going into next quarter with eyes open on cost.

Where to find it

Open Forecasting from the sidebar at iq.verinode.ai/forecasting. The material cost outlook sits near the bottom of the page's top section, below the Season strip and above the Take Action row, under a hairline divider. It is a plain paragraph, not a tile or a card, flowing directly on the page the same way the season strip and IQ's demand read do.

Note

Forecasting is a section-activation-gated section. If you have not switched it on yet, you will see a "Switch on Forecasting" panel instead of the live page. See Forecasting: past, present, and future demand for how to turn it on.

How this is different from the Materials benchmark

It is easy to confuse this block with the Materials benchmark, because both talk about material cost. They answer different questions and pull from different data:

  • The Materials benchmark, under Margin or Benchmarks (see The Materials tab), compares what you pay per unit for a specific material against what operators like you pay for that same material right now. It is a peer read: your price, marked against the field, material by material.
  • The material cost outlook, here on Forecasting, does not compare you to any other operator at all. It compares your own trailing spend against a published government price trend for that material family, and projects it forward. It is a market-trend read, not a peer read, and it never touches the anonymized peer cohort that the Materials benchmark is built from.

You can be paying exactly the market rate for drywall and still see this block warn you that drywall prices are trending up, because the two questions, "am I paying a fair price today" and "are prices about to move on me," are genuinely separate. Use the Materials benchmark to check your price. Use this block to see where the ground is shifting under that price.

When it appears, and when it does not

The material cost outlook only appears once Verinode has read at least one supplier invoice for a material it can match to its canonical catalog, the same matching Materials benchmarks run on (see How material prices get tracked for how a raw invoice line becomes a recognized material). Concretely, it needs your trailing 12 months of matched material purchases to add up to something greater than zero.

Until then, the block is simply not on the page. There is no placeholder, no "no data yet" message here, the paragraph does not render at all. This mirrors how the rest of Forecasting behaves: sub-tools appear as the data behind them fills in, rather than showing an empty shell.

Tip

If you expect to see this block and don't, the fastest fix is the same one that unlocks the Materials benchmark: forward or upload a supplier invoice for a material you actually buy. See Forwarding documents for the private forwarding address, or use Add Data from any page header to drop a file, snap a photo, or paste an invoice in directly.

There is also a second, rarer reason the block might not appear even after you have material spend on file: if none of the published price trends behind it are available at the moment Forecasting loads (an ingestion gap on Verinode's side, not something on your invoices), the block holds back rather than show a trend it cannot support. This resolves itself as the underlying published series refreshes; it is not something you need to act on.

Reading the sentence

The block is headed by a small uppercase label, Material cost outlook, followed by a single paragraph built from three pieces, in this order:

  1. The trend direction and size. "Material prices are trending up about 4.1% year over year" (or "trending down" when the blended trend is negative). This is a single, spend-weighted percentage: Verinode takes every material family you actually buy, looks up the published year-over-year price trend for that family, and blends the trends together weighted by how much you spend in each family, so a family you barely touch does not move the number as much as the family you spend the most in.
  2. What that trend is worth to you in dollars a year, when it can be shown. "At your current run-rate that is about $18k more a year" (or "less a year" when the trend is negative). This takes your trailing 12 months of material spend and applies that same blended percentage to it: the extra (or reduced) dollars the trend implies over a year, if prices keep moving at this pace and your buying stays where it is.
  3. Next quarter's projected material spend. "Next quarter projects to about $145k of material spend." This is a quarter of your trailing annual spend (your annual total divided by four), adjusted forward by the same blended trend. It is a projection built from where prices are headed, not a promise of what you will actually spend.

Dollar figures round to the nearest thousand once they pass $1,000 and are shown as, for example, "$18k"; smaller figures show the full number.

Note

The trend, the dollar delta, and the quarterly projection are only ever a read on where the published trend and your own spend are pointing. They are not a supplier quote, not a locked-in cost, and not a Verinode recommendation to buy or not buy. Treat the block as a heads-up on direction and rough scale, not as a number to plan a purchase order around.

Where the numbers actually come from

Nothing on this block is a fresh estimate. It is built entirely from two things Verinode already reads elsewhere on the platform:

Your own trailing spend. Verinode takes the same matched, canonicalized material invoice lines that feed the Materials benchmark, groups them by material family (Drywall & Finishing, Paint & Coatings, Fasteners, Lumber & Sheet Goods, Insulation, PPE, Fleet Build-out, and the rest), and totals what you have actually spent in each family over the trailing 12 months. This is the same trailing-year window the Materials benchmark uses, so the two surfaces are always reading the same underlying purchases, they just do different things with them.

A published government price trend, matched to each family. For each material family, Verinode looks up the closest matching Producer Price Index (PPI) series, a published, year-over-year price trend the U.S. Bureau of Labor Statistics tracks for that category of goods:

  • Drywall & Finishing matches the PPI series for gypsum products specifically.
  • Lumber & Sheet Goods matches the PPI series for lumber and wood products specifically.
  • Every other family (Paint & Coatings, Fasteners, Insulation, PPE, Fleet Build-out, and any family without its own dedicated series) falls back to the broader Rebuild Input Costs series, the general PPI trend for construction materials and rebuild inputs. That fallback is a reasonable proxy for a family without its own tracked series, not a precise read for that specific material, so weight the drywall and lumber pieces of your outlook as the sharper numbers and the rest as directional.

These are the identical published series that feed the Rebuild Input Costs driver on the Demand outlook gauge and live in full, with their source and methodology, on the Industry Data tab under Benchmarks. Nothing here is invented for this block; it is the same public data, applied to your own spend mix.

The blended percentage in the sentence, and the projection built from it, are then a straightforward weighted average and a straight-line extrapolation, spend-weighted across whichever families you actually buy in. There is no forecasting model beyond that: it is your real spend times a real published trend, nothing more.

Getting the family-by-family detail

The paragraph on the Forecasting page gives you one blended number on purpose, so the page stays a fast read rather than a table. If you want the detail behind it, ask IQ. The Co-COO agent can break the outlook down by material family: your annual spend in that family, and that family's own year-over-year trend, rather than the single blended figure. Ask something like "which materials are driving my cost outlook" or "show me the material cost breakdown by family" from any chat panel, and IQ will read the same family-level numbers this block is built from.

How to use it

  1. 1Open Forecasting from the sidebar and scroll to the material cost outlook, below the season strip. If it isn't there, you have not yet had a supplier invoice matched to the material catalog; forward or upload one to unlock it.
  2. 2Read the direction first. "Trending up" means your input costs are rising faster than you may be pricing for; "trending down" is a rare tailwind worth banking rather than assuming away.
  3. 3Read the annual dollar figure as the size of the problem or the opportunity at your current volume, not a bill that is coming due. It scales with how much you actually spend, so a shop with heavy material spend feels the same percentage trend in much larger dollars than a lean one does.
  4. 4If the trend is up and you write supplements or estimates on longer jobs, check that your material line pricing and any escalation language keep pace, this is the same "watch your margin, not just your volume" caution Forecasting's demand read gives you when input costs are running hot.
  5. 5For the material-by-material detail, or to check whether you are actually paying a fair price today (a separate question from where prices are headed), open the Materials benchmark or ask IQ for the family breakdown.

Data sources

Data sources

  1. 1.Gypsum products (drywall) price trend, year over year. U.S. Bureau of Labor Statistics Producer Price Index (via FRED).
  2. 2.Lumber and wood products price trend, year over year. U.S. Bureau of Labor Statistics Producer Price Index (via FRED).
  3. 3.Rebuild Input Costs (general construction materials trend), year over year. U.S. Bureau of Labor Statistics Producer Price Index (via FRED).
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