Data Moats & Community Databases

Typical weekly on-call/pager stipends by role, region and rotation — pay that's rarely public.

Target annual bonus as a percentage of base salary by role, level and region.

Typical severance offered at layoff in weeks of pay by country, tenure and level.

Typical relocation assistance offered with an offer by move type, level and package style.

Annual equity refresh grants as a percentage of the initial grant by company stage and level.

Statutory minimum vs typical resignation notice periods by country and level.

Paid vacation days actually taken per year by country, policy type and tenure.

Statutory parental, maternity and paternity leave by country — weeks and pay level.

Overtime thresholds and pay multipliers by country and region.

Salary by primary programming language/stack — see which stacks command a premium.

Build your private comp timeline and see total growth, CAGR and your biggest jump.

Annual cost-of-living/merit raise percentages vs CPI inflation by country and year.

Typical monthly agency retainers by service line, client size and region.

Fixed-project price benchmarks for creative and dev deliverables by tier and region.

How many revision rounds are typically included by service and provider tier.

Typical rush surcharges as a percentage of base fee by service and turnaround.

Typical kill/cancellation fees as a percentage of project value by field.

Standard upfront deposit percentages and payment-split terms by industry.

Late-payment fees, grace periods and statutory interest rights by region.

Typical markup applied when billing a subcontractor's work to clients.

How much discount off list price buyers negotiate by category, commitment and seats.

The stealth renewal price hike as a percentage by software category and account tier.

The often-hidden onboarding/implementation fee by software category and company size.

Realistic time-to-value and setup effort for popular B2B tools.

Published rate limits for popular APIs — free vs paid tiers and windows.

Published uptime SLAs and service-credit terms across cloud and SaaS providers.

Where popular SaaS vendors store data and whether EU residency is available.

Real free-tier limits across the dev stack and whether a card is required.

Open-source alternatives to proprietary tools with licenses and self-host info.

Average shopping-cart abandonment rates by product category and device.

The order value at which stores offer free shipping by category and region.

Return rates by category and channel — apparel returns dwarf everything else.

Target food-cost percentages by restaurant type and region.

Compute your Rule of 40 score (growth + margin) against stage bands investors use.

Months to recover customer-acquisition cost by go-to-market model.

Lifetime-value to acquisition-cost ratios by business model.

Measure sales & marketing efficiency (net new ARR ÷ prior S&M spend) against bands.

Typical headcount split across Eng, Sales, Product and G&A by company stage.

Gross revenue retention by customer segment and region.

Searchable database of startup failures, what killed them and the lesson.

Revenue multiples paid in acquisitions by sector, deal type and year.

Typical ARR/revenue valuation multiples by sector and funding stage.

Filterable database of private companies valued at $1B+ by country and sector.

Searchable record of major workforce reductions — company, count, share and date.

Notable startups by the accelerator and batch that backed them, with outcome.

Directory of startups that publish real revenue and metrics — build in public.

Pricing across CI/CD, monitoring, error tracking, flags and auth with free tiers.

API pricing per 1M tokens across major LLM providers plus context window.

Directory of niche job boards beyond LinkedIn with posting prices and audiences.

Directory of standout newsletters by niche, frequency and reach.

Directory of podcasts by niche and whether they take outside guests.

Directory of what real products are built with — frontend, backend, hosting, db.

Database of SaaS deals, lifetime offers and startup-credit programs.

Honest community reviews of marketing and creative agencies by service line.

Community reviews of freelancers and contractors by discipline.

Tenant reviews of landlords and rental properties — check before you sign.

Directory of masterminds and peer cohorts by focus and format.

Shared leaderboard for an accountability cohort tracking goals against targets.

Track MRR toward your goal alongside other founders building in public.

Barter board for trading skills instead of cash — list what you offer and want.

Explore role/level/region salary percentiles and contribute your own anonymous data point.

G2-style reviews for vertical software the big sites ignore — read and post ratings.

Log vendor prices over time and catch stealth renewal increases before they hit.

Compare your churn, margin, CAC and other metrics against curated industry bands.

Track readiness against SOC 2, HIPAA, GDPR, PCI-DSS and FDA with checklists and a change log.

Paste a cosmetic or food ingredient list and flag ingredients of concern with a cleanliness score.

Build, filter and export a hyper-local service directory for any niche and metro.

Run weekly check-ins for a small goal-focused pod and track member streaks and momentum.

Convert a salary between cities using a cost-of-living index to set fair location-adjusted pay.

Score competing tools or vendors against weighted criteria for an objective, ranked recommendation.

Market hourly-rate percentiles by freelance service and region — sanity-check your pricing.

Filterable reference of remote-work visas by income requirement, duration, fees and tax notes.

Explore typical equity grants by company stage and role, and add your own data point.

Median contractor/consultant day rates by role and region, with community contributions.

Typical sign-on bonus ranges by level and industry.

Monthly internship stipend benchmarks by field and region.

Typical pay-increase percentages by scenario — review, promotion, counteroffer or job switch.

Add team salaries by group to surface mean and median pay gaps.

Searchable list of organisations running a reduced or four-day work week.

Snapshot of company remote / hybrid / office policies and hiring reach.

Searchable catalog of popular SaaS tools' per-seat monthly pricing and free tiers.

Compare AWS, GCP and Azure instance types by vCPU, RAM and hourly/monthly cost.

Register, renewal and transfer prices across common TLDs — watch the renewal jump.

Rank Stripe, PayPal, Square and others by total monthly cost for your volume.

Compare email/newsletter providers' pricing at 1k and 10k contacts.

Entry pricing and free tiers across hosting and database platforms.

Estimate monthly spend across frontier models from token usage and request volume.

See what Upwork, Fiverr, Contra and others leave in your pocket after their cut.

Compare Apple/Google 15% vs 30% tiers and external billing against your revenue.

Per-message US SMS/MMS pricing across Twilio, Plivo, Telnyx and more.

Average open, click, unsubscribe and bounce rates by industry.

Typical paid-ad CPC, CPM and CTR by platform and industry.

Funnel conversion benchmarks by industry — landing, signup and checkout.

What it takes to rank by niche — average word count, DA and backlinks.

Average engagement rate and best-performing formats by platform.

Typical monthly/annual churn and net revenue retention by business model.

Response time, resolution time and CSAT benchmarks by support channel.

Day 1 / 7 / 30 retention benchmarks by app category.

Registration, attendance and conversion benchmarks for B2B vs B2C webinars.

Open rate, click rate, growth and churn benchmarks by newsletter size.

Standard and reduced VAT/GST rates by country for invoicing and pricing.

State and average local sales tax rates across US states.

2026 public holidays by country for launch, payroll and coverage planning.

ISO codes, dialing codes, currencies and capitals for every major country.

Searchable list of HTTP status codes, classes and what each means.

File extension to MIME (Content-Type) lookup for uploads and headers.

Searchable library of copy-ready regular expressions with a live tester.

Answer a few questions to pick an OSS license and compare permissions and copyleft.

Look up IATA codes for major international airports by code or city.

ISO 4217 currency codes, symbols and minor units for formatting money.

How many destinations each passport can enter visa-free or on arrival.

Typical transaction fees and finality across major blockchains and L2s.

Well-known accelerators with typical investment, equity and focus.

Non-dilutive grants and credit programs for startups and builders.

Major recurring tech conferences by month, location and focus.

Compare coding bootcamps by focus, format, length and cost.

Searchable directory of popular APIs with auth type and free-tier flag.

Customary tipping by country for restaurants, taxis and hotels.

Approximate statutory minimum wages by country, in USD for comparison.

Search emoji by keyword and click to copy — fire, money, rocket and more.

Track applications through a pipeline and see your response funnel.

List recurring subscriptions, flag cancellations and total your spend and savings.

Log purchases and warranty lengths; see what's covered and expiring soon.

Track renewal dates and notice windows so auto-renewals never surprise you.

Record incidents with severity and downtime; track MTTR over time.

Set objectives with measurable key results and roll up progress.

Track grant/funding applications, amounts, deadlines and outcomes.

Filterable bank of interview questions by role and type — add your own.

Browse curated book ratings by genre and contribute your own.

See where your net worth lands within your age band using reference percentiles.

Compare your spending by category against recommended budgeting ranges.

Add holdings to visualise asset allocation and total portfolio value.

After a leak, track which accounts to rotate and tick them off.

A structured board of competitors — pricing, strengths, weaknesses and notes.

Answer a few questions to find the right frontend framework for your project.

Pick the right database for your data shape, scale and ops appetite.

Find the right cloud/host for your workload, team and priorities.

Find a pricing model — per-seat, usage, tiered, freemium — that fits your product.

Compare LLC, S-Corp, C-Corp and more based on owners, funding and profit.

Compare job offers on total comp adjusted for cost of living.

Score two cities across weighted factors to guide a relocation decision.

Find your financial-independence number and years to reach it.

Compare the true cost of leasing vs financing a car over your horizon.

Weigh a course's cost and time against the salary uplift it delivers.

Community ratings of remote-first employers — read and post reviews.

Community ratings of coding bootcamps — share your experience.

Community ratings of online courses across CS, web, AI, design and more.

Popularity and bundle-size snapshot for common npm packages by category.

Major coworking & coliving brands with reach and typical day-pass pricing.

Estimate the annual cost of attrition from headcount, turnover and salaries.

Rough annual CO₂e from commute, flights, cloud and office, with a per-employee benchmark.

Typical gross and net profit margins by industry.

Typical raise size, valuation and dilution by funding stage.

See if your MRR covers basic living costs yet — the indie-hacker finish line.

Crowd-style monthly revenue benchmarks for indie products by category and stage.

Cloud rental and purchase prices for AI/ML GPUs like H100, A100 and RTX.

Compare popular VPNs on price, logging policy and server coverage.

Approximate household and business electricity prices per kWh by country.

Popularity, median salary and momentum by programming language.

Major data breaches by scale and what was exposed — know when to rotate.