CoachNed
Layered glass screens and copper traces

Frameworks

Technology Case Interview: SaaS, Platforms, and Product Economics (2026)

Technology industry cases: ARR vs bookings, NRR, seats vs usage, cloud COGS, and a worked SaaS discount mini-case. Not TMT media and not a transformation program.

UpdatedReviewed by Ned

Technology cases are software, platforms, and hardware product companies. They are not a telco ARPU case and not “should we put our ERP in the cloud.”

Last full pass: 24 August 2026.

A technology case interview in 2026 (McKinsey, BCG, Bain, Bain tech, BCG Platinion strategy rounds, or a product-strategy boutique) is usually a recurring-revenue problem: seats, usage, net revenue retention, and cloud gross margin. The client sells software or a platform. If the client is a cable operator, a streamer, or a mobile network, you want the TMT case interview. If the client is a bank replacing a core system, you want digital transformation. Those three prompts get mashed together in candidate brains; interviewers notice.

What you are deciding

  • Packaging and price: seat vs usage vs platform fee; discounting to win a logo.
  • Growth vs NRR: buying new ACV while existing customers shrink on price is not growth.
  • Build vs buy vs ecosystem: rarely a science project; it is time-to-coverage and gross margin.
  • Cloud vs on-prem mix: COGS and the sales motion both change.

Clarify ARR vs bookings vs billings vs collected cash. Clarify land-and-expand vs one-year contracts. Clarify who the buyer is (CIO vs line vs developer). Ask whether a price cut on new logos will be MFN’d to the installed base — in enterprise SaaS, sales leaks. Ask if COGS is hosting plus inference (an AI feature can turn an 80% gross-margin story into a usage-tax).

Open with: (1) ARR bridge and NRR/GRR, (2) packaging (seat vs usage), (3) sales efficiency (magic number / payback), (4) gross margin, (5) implementation risk (time-to-value, which drives churn). A CPG-style “cut list price, volume up” is how you shrink ARR on purpose.

Exhibits you should expect

ExhibitMeaning
ARR bridge (new, expansion, churn, downsell)NRR lives here. Logo count can rise while ARR falls.
Magic-number / CAC paybackSales efficiency. A 0.6 magic number is a factory that eats cash.
Gross margin (cloud COGS, support)“Software is 80% margin” is false for usage-heavy AI wrappers.
Usage vs seatsIf usage is the value metric, seat cuts can raise consumption.
Cohort retentionB2B: logo vs dollar retention. Do not mix them.

Units that trip people

ARR vs bookings. Bookings can spike on a three-year prepaid deal; ARR is the annualized run-rate. Mixing them inflates “growth.”

NRR vs GRR. NRR includes expansion; GRR does not. A 118% NRR with 82% GRR is a company being saved by a few whales.

MAU on a B2B product is a product metric, not revenue, unless you are an ads platform — which is TMT-adjacent. For SaaS, talk paid seats and NRR.

Practice a technology-industry case

Run a scored SaaS case where ARR, NRR, and discounting cannot be hand-waved as “growth.”

Try a free case

Worked mini-case: discount the list, shrink the ARR

Prompt. Northgrid sells workflow SaaS. 4,000 customers, ACV $21,000, ARR $84.0m. Dollar NRR 108%, logo churn 9%. Sales wants a 12% list-price cut to win 400 extra logos this year. Existing customers will demand the same price at renewal (the CRO already leaked it on a call). Cloud COGS is 22% of ARR. Do you cut?

Math. If only new logos got $18,480 ACV: +$7.39m ARR, existing $84.0m → $91.4m. That is the slide sales will draw.

If the cut flows through the base at renewal (assume one-year contracts, so the whole book reprices this year): 4,400 × $18,480 = $81.3m ARR. You added logos and lost $2.7m of ARR. NRR on the old book becomes a downsell: 4,000 × 18,480 / 84,000,000 = 88% before any real churn. Gross profit dollars: 0.78 × 81.3 = $63.4m vs 0.78 × 84.0 = $65.5m.

Recommendation. No across-the-board cut. If a segment is price-sensitive (SMB, new geography), create a feature-gated SKU at $18k that does not reprice Enterprise, and put a 24-month price-lock in the MSA so Sales cannot leak it. Watch NRR, not logo count. Risk: a usage-based competitor; answer that with a usage SKU, not a list-price panic. Next exhibit: ACV and NRR by segment.

What a generic profitability tree misses here

  • Volume is not seats if you just cut price on the installed base. ARR is price × seats × expansion.
  • Churn is a revenue and CAC problem; replacing a lost logo is not free.
  • COGS is cloud and support, not factories — but it is still variable with usage and AI inference.
  • Multi-year bookings can mask a rotting NRR.
  • Platform effects (developers, marketplaces) do not show up in a 3-box cost tree.

If you treat Northgrid like a supermarket, you will cut sticker price, celebrate 400 logos, and miss a shrinking ARR.

See where you stand on a technology case

Practice ARR bridges and NRR so-whats.

Start free practice

Related guides

CoachNed is independent and unaffiliated with McKinsey, BCG, Bain, or other firms named for interview-style practice. Cases on CoachNed are AI-simulated.