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Equals Financial Model

Dev Tools Startup Financials (Free Excel Download)

Equals is a cloud-based spreadsheet built for business analysis - with native database/SaaS connections, versioning, and team collaboration baked in.

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About this model

Equals is a spreadsheet platform for operational teams that combines familiar spreadsheet workflows with connected data, collaboration, and live analysis. It aims to replace static exports and manual reporting with a more capable, cloud-native workspace for business users.

The company sells annual and monthly subscriptions and explicitly tracks new ARR, canceled ARR, customer churn, and ARR churn. Its sales motion combines product-led distribution through useful spreadsheet content with direct sales for larger customers.

The model is a standard SaaS ARR waterfall. New customers, contract value, expansion, cancellations, and churn create ending ARR, with customer cohorts used to monitor retention. Product-led leads, sales capacity, gross margin, onboarding, and net retention determine the pace of recurring growth.

A turnkey financial model

Live formulas, no hardcoded values

Outputs are driven by live formulas, so the workbook updates from its assumptions instead of relying on hardcoded results.

All assumptions in one tab

Inputs are clearly marked in the Assumptions tab and separated from calculations, making it clear what to change and what to leave intact.

Statements always balancing

For integrated-statement models, the balance sheet, cash flow, and supporting schedules tie through properly.

Distinct schedules for clarity

Debt, working capital, taxes, and cash flow can get messy quickly. We group calculations in clear schedules, not across disconnected tabs.

No hidden macros or external links

There are no unexplained external workbook links or macros to undermine auditability or portability.

Changes flow through the model

Update a key driver and see the impact carry through the forecast, financing, and return outputs. We never use hardcoded numbers in formulas.

About Equals

equals.com
Read the pitch deck
Equals pitch deck cover
View on makeslides.com
Total raised
$5.5M
Funding round
Seed
Founded
2022
Category
Dev Tools
Customer
B2B
Geography
Not specified in deck

How to build a detailed financial model for Equals

A complete walkthrough of the business, drivers, and assumptions behind the downloadable Equals model - distilled from its pitch deck and publicly available information.

Product & value proposition

Two founding pillars:

  1. Data connections - native SQL editor, connections to databases (BigQuery, MySQL, Postgres, Redshift, Snowflake) and SaaS sources (Stripe, Salesforce, QuickBooks, Plaid), query builder, scheduled/versioned queries, import scripts.
  2. Team workflows - collaborative viewing and editing, "Git model" for changes (versioning), shared queries and formulas, Trace (get to source of a number), scheduled updates.

Cloud-based, sign-up-and-go, targeted subset of Excel functionality. Positioned as the only spreadsheet with built-in connections to any database, versioning, and collaboration.

Mission: "Replace Excel for analysis". Earlier seed deck stated "Empower businesses to make good decisions".

Revenue model

Not explicitly stated in deck. Implied SaaS subscription (ARR metric used throughout; MRR referenced in data deck churn table). Sales motion: inside sales with a demo-driven funnel (Website → Lead → Demo → Customer funnel tracked). Head of Sales hired.

Traction & metrics

All chart values in the data deck (series-a slides 16–22) are intentionally blurred/redacted - axes and series labels are visible but no specific numbers can be read from the images.

Qualitative traction statements:

  • Public launch: June 2022.
  • First sneak peek of product: April 2022.
  • Data deck dated September 2022 - roughly 3–5 months post-launch.
  • Slide 17 headline: "We've grown to ARR since our first sneak peek of the product in April."
  • Slide 22 headline: "Gross New ARR is accelerating, retention is strong." Churn table structure shows Customer Churn and Gross MRR Churn tracked weekly from ~04/11/2022 through 08/29/2022.
  • Paid customers active ~3 days/week (DAU/WAU and DAU/MAU tracked).
  • Top-of-funnel (website traffic, leads, demos) consistently growing.
  • Funnel conversion rates (visit→lead, lead→demo, demo→customer) tracked weekly by cohort.
  • Notion team uses Equals for Revenue Recognition reporting and ARR build; "active every workday in August".
  • Primary buyer personas: Founders, early Finance, CTOs.
  • Connected datasources tracked: BigQuery, Import scripts, MySQL, Plaid, Postgres, QuickBooks, Redshift, Salesforce, Snowflake, Stripe.

Competition / moat

Moat articulated around two dimensions:

  • Verticalization: unlike Excel/Sheets (too horizontal), Equals targets the analysis use case specifically.
  • Integration depth: native data connections that alternatives either lack or treat as an add-on; "Git model" versioning is a true differentiator vs. all spreadsheet tools.
  • Network / stickiness: team workflows, shared queries, scheduled reports make it sticky at the org level (not just individual user).

Named competitors dismissed: Excel, Google Sheets, Looker, Tableau, Mode, Hex, Deepnote, Causal, Chartio, Jupyter, Sisense, Coda, Notion, Airtable, Smartsheets.

Team & funding ask / use of funds

Founders:

  • Bobby Pinero (CEO/Co-founder) - Intercom exec team, scaled Intercom from $1M to $180M+ ARR; led FP&A, Accounting, Biz Ops, Analytics, Data Engineering, Legal over 7 years.
  • Ben McRedmond (CPO/Co-founder) - First employee at Intercom; led Growth from $1M to $50M ARR; founded Consider (email startup, 2017–2020).

Team (Series A deck): ~11 people including Head of Engineering, 2 founding engineers, 2 software engineers, founding designer, Head of Sales, SDR, Biz Ops.

Seed ask: ~$4M to fund initial team for 24 months, build V1, demonstrate PMF with small number of paying users.

Series A ask: ~$15M.

  • GTM: scale Sales, Marketing, Success to 22 HC; accelerate content and product launches; explore new channels.
  • R&D: 3× engineering team size in next 18 months to 22 HC.

Recommended financial model

  • Archetype + why: SaaS ARR model. Equals tracks ARR, MRR, customer count, and churn - all canonical SaaS metrics. Revenue is subscription-based (implied), with a demo-driven inside-sales funnel. A standard SaaS ARR waterfall (new ARR, expansion, churn, net new ARR → total ARR → MRR → revenue) is the right frame.
  • Forecast horizon & granularity: Monthly, 3 years (36 months). Month 1 = ~October 2022 (post-Series A close). Year 1 monthly detail; Years 2–3 can be quarterly summary with monthly drivers.
  • Key drivers & assumptions:
  • Starting ARR: - redacted; open question (see §Data gaps).
  • Starting customer count: - redacted; open question.
  • New customer additions per month: - ramp from current run-rate; driven by top-of-funnel (website visits → leads → demos → closes). Model as a funnel with conversion rates at each stage.
  • Visit-to-lead conversion rate: tracked but value redacted; ~2–5% typical for PLG/sales-assist SaaS.
  • Lead-to-demo conversion rate: tracked but value redacted; ~20–30%.
  • Demo-to-customer conversion rate: tracked but value redacted; ~25–40%.
  • Gross MRR churn rate: tracked monthly from April–August 2022; values redacted; <5%/month (slide claims "retention is strong").
  • Net Revenue Retention: ~100–115% (B2B analytics tools with expansion from more users/seats); no expansion ARR data in deck.
  • Gross margin: ~70–80% (cloud infra + support costs for SaaS at this stage).
  • GTM headcount ramp: scale to 22 GTM HC post-Series A [series-a slide 14]; ramp over 12–18 months from current ~2–3 sales HC.
  • R&D headcount: 3× in 18 months to 22 HC [series-a slide 14]; current ~7 eng/design HC → 22 by month 18.
  • Average fully-loaded cost per HC: ~$150K–$180K/year blended (US SaaS, mix of eng and sales).
  • Series A proceeds: ~$15M [series-a slide 14]; deployed over 18–24 months per stated plan.
  • Burn / runway: derive from headcount + infra + G&A spend model; target 18–24 months runway.
  • Scenarios (Base / Bull / Bear - which variables flex):
  • Base: Funnel grows at current trajectory; conversion rates stable; churn <3%/month; ACV at midpoint assumption; 22 HC each in GTM and R&D by month 18.
  • Bull: Faster top-of-funnel (viral PLG loop kicks in via Excel-importer and templates on roadmap [series-a slide 12]); churn <1.5%/month; ACV expansion as enterprise penetration grows; NRR >120%.
  • Bear: Sales cycles lengthen (macro 2022–2023 slowdown); new customer adds slow to 50% of base; churn ticks up to 4–5%/month; ACV at low end; runway shortens to <18 months.
  • Required sheets / outputs:
  1. Assumptions - all drivers in one place, toggle for scenario.
  2. Funnel Model - weekly/monthly website visits → leads → demos → new customers.
  3. ARR Waterfall - new ARR, churned ARR, net new ARR, cumulative ARR; customer count build.
  4. P&L - Revenue (MRR×12 or monthly), COGS (infra, support), Gross Profit, S&M (GTM HC + marketing), R&D (eng HC), G&A; EBITDA; net burn.
  5. Headcount Plan - by department (GTM, R&D, G&A), monthly hire ramp, fully-loaded cost.
  6. Cash / Runway - opening cash ($15M Series A), monthly burn, months of runway.
  7. KPI Dashboard - ARR, MRR, customers, MoM growth, gross churn, NRR, CAC payback (once ACV known), DAU/WAU.

Frequently asked

Is the Equals financial model free?+

Yes. The Equals model is a free Excel (.xlsx) download with live formulas. Sign up with your email and the workbook is yours to keep, review, and edit.

What's included in the model?+

A 5-year monthly forecast with P&L, cash flow and runway, valuation (exit multiple plus a DCF cross-check), MOIC/IRR returns, and unit economics, with live formulas throughout.

How was this model built?+

It was built from Equals's pitch deck and publicly available information, then structured to investment-banking standards as a fully editable Excel model.

Can I change the assumptions?+

Yes. You can change assumptions and the live formulas will recalculate in the downloadable Excel model.

Have more financial modelling questions? Contact us

Alex Tapio, ex-Deloitte financial modelling expert

Created by ex-finance professionals

Hey, I’m Alex and I created Finamodel.

Over my years in the finance industry I kept building the same models over and over again. Same structure, same assumptions, different logo. So I started building frameworks to turn them into clean, reusable templates.

Every model here is one I’d actually use for a client, and I personally vet each one before it goes up.

I’m not an expert in every industry, but I’ve built enough models to know what belongs in one. And when something is completely foreign to me, I reach out to my network for experts to work on our models with us.

Having a template library on hand cuts a first build from hours to minutes.

Need help finding your model? You’ll find me in the Finamodel app!

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