Sign in

Blog · Territory, capacity and quota planning · Sales teams

Technographic segmentation: group accounts by technology

Technographic segmentation groups business accounts by known technology attributes. Compare revenue and contribution using supplied CRM fields and ledger exports, then check that every account and dollar is counted once.

The short answerTechnographic segmentation groups business accounts by known technology attributes, such as their installed software category, deployment arrangement or recorded version. Join those supplied account fields to sales and cost exports to compare revenue and contribution. Keep unknown technology in a separate group, use a dated account snapshot and reconcile segment totals to the source files.

Technographic segmentation groups business accounts by technology attributes already recorded in your files. Join those fields to sales and cost exports to compare revenue, contribution and service economics across the groups. The useful result is a reconciled commercial comparison with a clear account population and observation date.

Define a technology field that answers a business question

A US equipment supplier might ask whether accounts using different maintenance software categories buy a different mix of service contracts. Another company might compare contribution across accounts with a confirmed deployment arrangement. Choose the technology attribute because a sales or account team can act on the comparison.

Start with one field, such as the primary maintenance system recorded by the account owner. Write down its allowed values, where they came from and when they were confirmed. Keep the original value alongside the normalized segment so a reviewer can follow the assignment.

Technology can change while an account remains the same. Software version also matters when the question concerns support: for example, Microsoft's Modern Lifecycle Policy makes staying current with published servicing and system requirements a condition of continued support. That is a reason to date a technology record, not evidence that a particular account needs an upgrade.

Technology is one useful grouping dimension. Use the existing B2B customer segmentation method for the broader choice of account groups. Keep business size, region and sector available so that an apparent technology difference can be checked within comparable accounts.

The rows and formulas

Prepare a CRM account export with account ID, technology segment, observation date and evidence source. Prepare a sales export containing account ID, transaction date and net revenue after credits. Add the matching cost records if you want a profitability comparison.

Aggregate transaction rows to one account for the reporting period before attaching a single technology group. If the account export repeats an account for each contact, deduplicate that relationship first. Otherwise each invoice can appear several times after the match.

Segment revenue = Sum of net revenue for accounts assigned to that segment

Account contribution = Net revenue - Cost of goods sold - Variable service cost

Segment contribution margin = Total segment contribution / Total segment revenue

Here, variable service cost is a separately recorded account cost, excluded from cost of goods sold. Contribution is a management measure under that definition; it does not include unallocated corporate overhead. The margin by account method covers the cost boundary in more detail.

A worked account comparison

The supplier freezes its technology fields on October 1, 2026, and uses third-quarter sales. Suite A and Suite B below are fictional labels for recorded technologies. Unknown means the CRM contains no confirmed answer.

Account Technology group Net revenue (USD) COGS (USD) Variable service cost (USD) Contribution (USD)
T1 Suite A 120,000 78,000 6,000 36,000
T2 Suite A 80,000 52,000 8,000 20,000
T3 Suite B 150,000 90,000 15,000 45,000
T4 Suite B 50,000 35,000 10,000 5,000
T5 Unknown 60,000 36,000 6,000 18,000
T6 Unknown 40,000 28,000 8,000 4,000
Total 500,000 319,000 53,000 128,000

The first account contributes 120,000 - 78,000 - 6,000 = $36,000. Apply the same subtraction to each account, then sum within the technology groups.

Technology group Accounts Net revenue (USD) Contribution (USD) Calculation Contribution margin
Suite A 2 200,000 56,000 56,000 / 200,000 28.0%
Suite B 2 200,000 50,000 50,000 / 200,000 25.0%
Unknown 2 100,000 22,000 22,000 / 100,000 22.0%
Total 6 500,000 128,000 128,000 / 500,000 25.6%

Percentages are rounded to one decimal place. A spreadsheet can sum each segment using conditional totals; Google's SUMIFS documentation specifies that rows must satisfy all supplied criteria. Keep the same reporting dates in every calculation.

Prove the total before choosing an action

The account counts reconcile as 2 + 2 + 2 = 6. Segment revenue reconciles as 200,000 + 200,000 + 100,000 = $500,000. Contribution reconciles both by segment, 56,000 + 50,000 + 22,000 = $128,000, and by cost subtraction, 500,000 - 319,000 - 53,000 = $128,000.

Match the revenue total to the sales export and review unmatched account IDs. Unknown technology represents 100,000 / 500,000 = 20.0% of revenue, so excluding it would materially change the population being described.

Suite A contributes $6,000 more than Suite B on equal revenue. That supports reviewing service effort and contract mix within those accounts. It does not establish that the technology caused the difference. T4's service cost deserves inspection before anyone changes the sales strategy for an entire group.

Use behavioral segmentation when the question concerns observed buying actions. Use RFM analysis for recency, frequency and monetary grouping. Those measures can help explain a technology comparison without changing what the technology field means.

Where it goes wrong

  • Multiple technologies create overlapping groups. Choose a documented primary category for an exclusive comparison, or label the analysis as overlapping and avoid adding its groups to a company total.
  • An old observation is treated as current. Retain observation dates and flag records that need confirmation under your own review policy.
  • Blank means absent. Keep unknown separate from a verified absence so missing information remains visible.
  • Large accounts dominate the result. Review account rows and business size before attributing a margin difference to technology.
  • Different costs enter different groups. Apply the same contribution definition to all accounts and retain unassigned costs for reconciliation.

Covirage is not affiliated with Google or Microsoft.

Compare technology groups on your own file in Covirage

Bring your CRM account export with supplied technology groups and the matching sales and cost files. Covirage maps the columns, its tools compute and check the group figures, and the external AI model explains the results with every figure traced to its rows. Create a free Covirage account and bring a sample of your own data.

See Covirage for sales teams for the supporting commercial analysis use case.

Questions people ask

What data is needed for technographic segmentation?

Use a stable account ID, a documented technology field, its observation date and the source of that information. Add net sales, cost of goods sold and any consistently defined variable service costs for the same reporting period.

How is technographic segmentation different from firmographic segmentation?

Technographic groups describe technology an account is known to use. Firmographic groups describe the business itself, such as industry or company size. Compare technology groups within similar business groups before interpreting differences in revenue or profitability.

Can an unknown technology field be treated as no technology?

No. An empty field only establishes that the export lacks an answer. Keep an explicit unknown group and report its account count and revenue. A confirmed absence needs its own documented value and observation date.