Computer Vision Break-Even Analysis: Cover Burn At About $92K Monthly

Fixed costs $63.3K/mo Core monthly burn

Contribution margin 82.5% After variable costs

Break-even revenue $76.7K/mo Cover fixed burn

Break-even timing Month 3 Launch-month target

Break-even calculator

Use this calculator to test monthly revenue, variable expenses, and fixed costs against break-even.

Lean Base Full

Monthly revenue More revenue gives you more room to cover fixed staff and overhead. $ Low sales High sales Variable expenses Cloud, data, sales, and payment costs rise as usage and sales rise. $ Low var High var

Money available to cover fixed costs $226,875 $275,000 revenue - $48,125 variable expenses

Margin ratio

82%

Covers fixed costs

Yes

Fixed monthly costs Salaries and overhead have to be covered each month. $ Lean team Heavier team

Break-even chart Revenue Total costs

Which expenses are fixed and which move with sales in a computer vision software business?

Cost classification

Break-even is reliable only when monthly burn is split from usage-linked spend. If cloud, storage, commissions, or support labor sit inside general overhead, Month 3 break-even can look stronger than the operating reality.

Expense	Cost	Break-Even Treatment	Common Mistake
Office rent, $5,000/month	Fixed	Count in monthly fixed burn from Month 1 through Month 60.	Assuming rent flexes down when revenue misses plan.
Operational software licenses, $1,500/month	Fixed	Include as recurring fixed overhead before contribution margin.	Burying required tools inside engineering headcount.
Legal and accounting retainer, $1,000/month	Fixed	Carry as fixed operating expense across the planning period.	Leaving it out because it does not serve customers directly.
CEO, lead AI engineer, developer, and sales payroll	Fixed	Treat committed salaries as fixed burn within each staffing plan.	Modeling payroll as if it falls automatically with sales volume.
Cloud infrastructure, 7.0% of first-year revenue	Variable	Deduct from revenue before measuring contribution margin.	Hiding inference spend inside general overhead.
Data processing and storage, 3.0% of first-year revenue	Variable	Scale with customer usage and transaction volume.	Forgetting that video and image workloads raise storage needs.
Sales commissions and bonuses, 6.0% of first-year revenue	Variable	Apply against sales-driven revenue before break-even math.	Counting gross revenue without the payout tied to closing it.
Customer success payroll	Semi-fixed	Add in steps once support load rises with the customer base.	Waiting too long to model support capacity after paid trials convert.

How does break-even change from a lean launch mix to a base case and a full deployment?

Scenario table

Break-even moves up fast as the mix shifts toward higher-priced plans and heavier support. Margin improves, but fixed payroll and service load rise too, so revenue has to climb just to stay at zero.

Planning cases only; these figures show break-even mechanics from the model inputs, not guaranteed results.

Scenario	Monthly Revenue	Variable Costs	Fixed Costs	CM Ratio	Operating Profit	Break-Even Signal
Lean launch case	$918K	$161K	$758K	82.5%	$0	At break-even, but support must stay light.
Base scale case	$2.10M	$313K	$1.79M	85.1%	$0	This is the main operating target and needs balanced support.
Full deployment case	$3.67M	$448K	$3.22M	87.8%	$0	This gives the best margin mix, but it needs a heavier support bench.

What pushes this break-even plan off track?

Stress test

The base case works at about $919K of revenue, but it’s fragile if 20.0% trial-to-paid slips, cloud load rises, or sales payroll starts early. At an 82.5% contribution margin, small misses move the break-even line fast.

Stress Case	Changed Assumption	Break-Even Revenue	Revenue Gap	Risk Signal
Current plan	No change.	$919K	$0 cushion	Base case only works if 20.0% trial-to-paid holds.
Revenue shortfall	Trial-to-paid conversion falls from 20.0% to 16.0%.	$1.15M	$230K gap	A small conversion slip widens the revenue gap fast.
Fixed-cost increase	One Sales Executive starts at $90K per year.	$1.03M	$109K gap	One sales hire adds burn before revenue catches up.
Margin pressure	Cloud infrastructure rises from 7.0% to 8.0% of revenue.	$929K	$11K gap	Cloud load creep eats margin even without lower sales.
Combined pressure	Trial-to-paid conversion falls to 16.0%, one Sales Executive starts, and cloud infrastructure rises to 8.0%.	$1.30M	$382K gap	Stacked misses push break-even well beyond the plan.

What should you verify before locking in office rent and specialized hires for this computer vision platform?

Founder checklist

Test paid demand, pricing, and usage before you commit to the office and extra hires. In Year 1, the model only works if 3.0% of visitors start trials, 20.0% of trials convert, and recurring revenue can cover about $63.3K of monthly fixed burn before variable costs.

1Demand Proof3.0% / 20.0%

Confirm the trial funnel and paid close rates in the first operating year before you sign fixed commitments.

2Fixed Burn$63.3K/mo

Make sure monthly payroll plus overhead can be covered, since office rent alone is $5K and core staff drive most of the burn.

3Unit Margin82.5% CM

Keep cloud, storage, commissions, and payment fees near the modeled levels so margin stays high enough for breakeven.

4Usage Load500 / 2,000 / 10,000 tx

Test support and compute at each active-customer usage level, and delay extra sales, data science, and customer success hires until recurring revenue pays for them.

5Cash Floor$848K min cash

Hold the Month 2 cash floor, because capex totals about $100K and the model does not reach breakeven until Month 3.

6Launch CAC$150 CAC

Track customer acquisition cost against the Year 1 target and keep enterprise setup work tied to recurring revenue, not custom one-off engineering.