Materials before you have data

What this article covers

Materials is a benchmark section, not a lifecycle tracker: the question it answers is what you pay per unit for the materials you buy, drywall, paint, fasteners, lumber, insulation, roofing and exterior goods, and the rest of the restoration materials catalog, against what operators like you pay for the same thing. That comparison depends on two things arriving over time: your own supplier invoices, and enough other operators contributing pricing for the same materials. On day one, before either has happened, the page is not blank. It leads with published market reference pricing, and every row on the page is built to show an honest, specific reason it is still filling in rather than a generic loading state.

This article walks through exactly what a brand-new Materials page shows, tile by tile and row by row, and how each piece changes shape as invoices and peer data start to arrive. For the full mechanics of any one row once it has data, see Reading the Materials hero panel, The Explore row and the five material aspects, Market Context, and Unlocking peer material prices.

Where to find it

Open Materials from the sidebar. The route is iq.verinode.ai/materials. The header carries the section title and an Add Data button (the same universal capture flow every section uses to forward a document, drop a file, or paste a QuickBooks export). Below the header, the page is a stack of rows in this order: a hero panel, Take Action, Explore, Market context (only when it has something to show), and Most recent.

The hero panel on day one

The band at the top of the page is flat glass, no card frame, and it always leads with the single number the rest of the section is organized around. Before Verinode has matched a single line item from your invoices to a material in its catalog (bundle.hasOwnData is false), it does not show a blank "0 above cohort" panel. It shows Market Reference as the eyebrow, with the headline number equal to how many published reference prices apply to common restoration materials in your region.

Underneath, the subtext is one of exactly two lines, depending on whether any reference prices exist yet:

• "Market reference prices for [N] common restoration materials. Your own prices appear here as supplier invoices arrive."
• "Add Data. Your material prices appear here as supplier invoices come in." (shown only in the rare case where no reference prices apply at all)

Three secondary figures sit below the headline:

• Reference Prices, the count of common materials with a published market price, subtitled "Common Materials."
• Your Materials, blank (a dash), subtitled "From Your Invoices."
• Your Spend, blank, subtitled "Trailing 12 Months."

Nothing here is invented. The reference-price count is real published pricing data, not a peer read and not your data, shown as an honest starting point so the page has something concrete to say before your invoices have flowed in.

How the hero panel changes once your own data lands

Once Verinode starts matching your invoice lines to real materials, the hero panel switches shape, and it keeps switching as peer pricing comes online. There are two states past day one:

1. Your own data is in, peer pricing is not yet showing an opportunity (or is still gated). The eyebrow becomes Material Prices, the headline is your count of tracked materials, and there is no pill. The subtext reads "[N] material(s) tracked from your invoices across [N] supplier(s). Peer pricing appears as more operators contribute." Secondary figures become Tracked Spend (trailing 12 months), Suppliers (how many show up on your invoices), and Market References (how many of your materials have a published reference price alongside your own number).
2. Peer pricing is unlocked and at least one material shows a real gap. The eyebrow stays Material Prices, but a pill appears reading "Top opportunity: [material family]," and the subtext reads "You pay above operators like you on [N] of [total] material groups. Closing the gaps is worth about [$X] a year." Secondary figures become Tracked Spend, Above Cohort (how many of your material groups price above the peer median, out of your total groups tracked), and Biggest Opportunity (that top family's dollar figure).

Every number in every state is either your own tracked data or the same peer comparison the rest of the section shows. Verinode never fabricates a peer number to fill a blank tile; it shows what is real, or it shows the reason a figure is still blank.

Market context: proof before you have any invoices

Market context is a row of its own on the home page, separate from (but built from the same data as) the Market Context tile in the Explore row. It is the clearest expression of the day-1 idea: instead of an empty section, Verinode surfaces published, regional or national reference pricing for the materials you are most likely to buy, even before your own invoices exist.

The row shows up to six materials that have a published market reference price but do not yet have a peer cohort behind them, each as a tile: the material name as the label, the reference price as the value, and a caption reading "regional market reference per [unit]" (or the national figure, when no state-level reference applies). Tapping any tile opens the same in-page overlay the Explore row's Market Context tile opens.

This row is deliberately narrow in scope. It only shows materials that do not yet have peer data (hasCohort is false), so as a material graduates, enough operators contribute pricing that a real peer comparison exists for it, it drops out of this row and moves into the peer-priced view under Price vs Peers. If nothing qualifies (either you have no reference-priced materials left without a cohort, or the catalog has nothing that matches your purchases), the row does not render at all: it is not a placeholder, it simply is not part of the page until it has something honest to show.

Take Action on day one

Directly under the hero, the Take Action row is where the section turns into something to do. On a brand-new account it holds two tiles:

1. Talk to IQ (the first tile, a copper "album cover" tile with an Ask IQ chip). Clicking it opens the agent panel with a Materials specialist already seeded, ready for your first message. Once you have engaged with it once, this tile retires from the row.
2. Make Your Materials Spend work. This tile names the exact inputs Verinode needs and where to get them: Forwarded Supplier Invoices (forward or upload the invoices themselves) and Bills and Payables (a QuickBooks bill export or an A/P aging report). It states plainly what unlocking Materials gets you: "What you pay per unit for drywall, paint, fasteners, and more, against the low, median, and high for operators like you, by region." Once every input is in, this tile retires too.

As soon as Verinode has matched at least one material where you pay above the peer median, up to three savings-opportunity tiles join this row, ranked by yearly dollars at stake. Each one reads a sentence like "You pay [$X] per [unit] for [material]. Operators like you pay [$Y]," with a subline naming roughly how much closing that one gap is worth per year at your volume. Clicking a tile opens the Biggest Gaps aspect. A small caption under each names the confidence tier behind the peer number (see below) and how many operators it is built from, so you can judge how much to lean on it before it is fully mature.

Explore: five aspects that always show up

The Explore row holds five tiles, always, in this fixed order: Price vs Peers (teal), Your Suppliers (violet), Spend Mix (copper), Market Context (amber), Biggest Gaps (ember). They are discoverable before you have any data at all: every tile renders on day one with an honest waiting caption instead of disappearing until something is behind it. Clicking any tile opens the same in-page overlay (a card deck on web, a detail deck on mobile) on that aspect; nothing here navigates away from the page.

Here is what each tile reads on day one, and how the caption changes as data arrives:

• Price vs Peers. Day one: if you already have published reference prices, it reads the reference count with the caption "market references to start." Once your own invoices are matched, it switches to your own tracked-material count, "your prices tracked." Once at least one material clears a real peer cohort, it switches again to the count of materials priced against peers, "priced vs operators like you." With nothing yet at all, it reads a dash, "prices appear from invoices."
• Your Suppliers. A dash, "suppliers appear from invoices," until at least one supplier is identified from your invoices. Once suppliers show up, it reads the count of materials with a supplier behind them, "material(s) by supplier."
• Spend Mix. A dash, "spend appears from invoices," until your trailing 12-month tracked spend is above zero, at which point it shows that dollar figure with the caption "tracked spend, 12 months."
• Market Context. A dash, "references appear per material," until at least one published reference price applies, at which point it shows the count of materials with a reference price, "market reference prices."
• Biggest Gaps. A dash, "gaps appear vs peers," until at least one material shows a dollar gap against the peer median. Once a dollar figure exists, it leads with that total, "possible savings per year"; if gaps exist but have not resolved into a dollar total yet, it falls back to the count of materials above cohort.

Opening any tile before it has real data does not error. Each one shows its own plain-language empty note instead:

• Price vs Peers, when nothing is priced against a cohort yet: "Peer pricing appears here once enough operators like you contribute invoices for the materials you buy. Your own prices are always tracked."
• Your Suppliers, when no supplier has been identified yet: "Your suppliers appear here as invoices identify who you buy each material from. Once two or more suppliers show up for the same material, you will see which one is cheaper."
• Spend Mix, when there is no tracked spend yet: "Your material spend by category appears here as supplier invoices come in."
• Market Context, when no reference price applies yet: "Published market reference prices appear here for the materials you buy, as context next to your own prices."
• Biggest Gaps, when there is no gap: either "No material where you pay above operators like you right now. Nice." if peer pricing is unlocked and everything checks out, or "Peer pricing unlocks the gap between what you pay and what operators like you pay." if peer pricing is not unlocked yet.

Most recent: your raw invoice activity

Most recent is the last row on the page. It is the one place in Materials that shows a purchase exactly as it came off an invoice, one tile per line item, rather than a canonicalized material or a benchmark. On a brand-new account with nothing parsed yet, it shows a single line instead of tiles: "Material purchases appear here as supplier invoices flow in by email, upload, or QuickBooks." Once purchases start arriving, each tile shows the line's total price, its description (title-cased), and, where a unit is known, the quantity and unit purchased. Verinode never authors these entries; there is nothing to add here manually.

How the section fills in, start to finish

1. 1Day one. No invoices matched yet. The hero leads with Market Reference and a reference-price count. Market context shows up to six reference-priced materials. Every Explore tile and its overlay shows its waiting caption and empty note. Take Action shows only Talk to IQ and Make Your Materials Spend Work.
2. 2First invoices arrive. As supplier invoices or a QuickBooks bill export are forwarded or uploaded, Verinode canonicalizes each line to a material in the catalog. The hero switches to Material Prices with your own tracked-material count, spend, and supplier count. Suppliers, Spend Mix, and Most recent start showing real rows. Materials that have both your price and a reference price still appear in Market context, until they earn a real peer cohort.
3. 3Peer pricing unlocks. This depends on your membership tier or, on the free Contributor tier, on consenting to contribute your data and having fed at least one material invoice line yourself. See Unlocking peer material prices for exactly how that gate works.
4. 4Enough operators contribute pricing for a given material. Each material earns its own peer cohort independently, so different materials clear this bar at different times. As they do, they drop out of Market context, gain a confidence tag (below), and start showing a real band on Price vs Peers.
5. 5A real gap surfaces. Once a material where you pay above the peer median exists, it shows up in Biggest Gaps, and, if it is one of your three largest, as a savings-opportunity tile in Take Action, with the hero panel's pill naming the single biggest one.

Confidence tags on peer numbers

Once a material has peer data behind it, its row carries a confidence tag rather than a raw sample size: Early signal, Indicative, Observed, or Verified, in that order of strength, alongside the live count of operators whose invoices are behind that specific number. Read the tag as how much to lean on the price: an Early signal price is real, but thin, and worth treating as directional; a Verified price has stood up across a meaningfully larger set of operators. The tag is how Verinode keeps every cohort visible, no matter how new, instead of hiding a thin comparison behind a lock.

Best-practice example

A newly signed-up operator opens Materials for the first time. The hero reads Market Reference: 40, with the note that their own prices will appear as invoices arrive. Market context shows six familiar line items, drywall, paint, OSB, insulation, roofing felt, and fasteners, each with a regional reference price. They forward last month's supplier invoices by email. A day later, the hero has switched to Material Prices: 18, with Tracked Spend and Suppliers now showing real numbers, and Most recent lists the individual line items straight off those invoices. They are on the free Contributor tier, so peer prices stay gated until they consent to contribute and their own invoice data is flowing; once both are true, materials with enough contributing operators behind them start carrying an Early signal or Indicative tag, and the first savings-opportunity tile appears in Take Action naming the material where they pay the most above the emerging peer number.

Related reading

• The Materials section
• Reading the Materials hero panel
• The Explore row and the five material aspects
• Market Context
• The Materials Take Action row
• Most Recent material purchases
• Unlocking peer material prices
• How benchmarks work
• Reading a benchmark
• Understanding your margin
• Connecting your data
• Forwarding documents
• The decision workspace

Data sources