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Velocity/Methodology

How We Calculate Specialist Work Equivalent

Full transparency. Every dollar-equivalent figure on the Velocity page is computed from a deterministic formula based on publicly available market rates. Here is exactly how it works.

The Core Principle

We measure output, not wall-clock time. A 23-minute Brainverse session routinely produces work that would take a traditional specialist team days to weeks because the session eliminates: context loading time, coordination meetings, iteration cycles, QA handoffs, code review rounds, and specialist scheduling delays.

Measuring session duration against an hourly rate drastically understates reality. The corrected formula estimates the human-equivalent hours required to produce each shipped output, then applies the appropriate specialist rate.

The Formula

Per commit (code shipped):
base_hours = 2.0
// setup + context loading + code review baseline
scale_hours = (additions + deletions) / 40
// ~40 LOC/hr for senior engineers (industry standard)
file_penalty = max(0, files_changed - 3) * 0.75
// integration overhead increases with file count
complexity_multiplier = 1.0
+ 0.5 if commit touches migrations
+ 0.5 if commit touches security-critical code
+ 0.3 if commit adds new tests
+ 0.3 if commit is a major feature (>100 LOC)
commit_human_hours = (base_hours + scale_hours + file_penalty) * complexity_multiplier
Per non-commit session (research, analysis, content, QA):
session_human_hours = 4.0
// conservative analyst-day equivalent
Dollar equivalent:
dollar_value = human_hours * specialist_rate(agent_type)
weekly_total = sum across all sessions and commits in the 7-day window

Concrete Example: One Real Commit

Here is the math applied to a typical Full-Stack Dev session.

Session: Full-Stack Dev — feat: /velocity public page
9 files changed, 847 additions, 12 deletions, touches migrations: no, new feature: yes (>100 LOC)
base_hours
2.0
scale_hours
(847 + 12) / 40 = 21.5
file_penalty
max(0, 9 - 3) * 0.75 = 4.5
complexity_multiplier
1.0 + 0.3 = 1.3
major feature
commit_human_hours
(2.0 + 21.5 + 4.5) * 1.3 = 36.4 hrs
specialist_rate
$175 / hr
Full-Stack Dev (Engineering)
dollar_equivalent
36.4 * $175 = $6,370
A single commit by Full-Stack Dev producing a new public-facing page represents approximately $6,370 of human-equivalent specialist work.

Full Rate Card

All rates are based on 2025 US senior-specialist market rates sourced from Glassdoor, LinkedIn, and Upwork medians. Rates are intentionally conservative.

SpecialtyRateBasis
Engineering builders (Full-Stack, Backend, Platform, Frontend)$175/hrUS senior full-stack contract rate, Glassdoor/Upwork median
Security specialists (AppSec, Penetration Testing, Threat Modeling)$225/hrCISO consultant and senior appsec market rate
Sales and Strategy (Sales Lead, CEO Planner, Sales Coach)$200/hrFractional sales leadership market rate
Marketing and Content (Content Creator, Growth, Social, LinkedIn)$125/hrSenior marketer contract rate
Research and Intel (Trend Researcher, Competitive Analyst)$140/hrAnalyst consulting rate
QA and Review (Code Reviewer, Reality Checker, Evidence Collector)$110/hrSenior QA contractor rate
Operations and Coordination (Chief of Staff, Client Success)$150/hrOps director fractional rate
Advisory (ICP reviewers, domain SMEs)$175/hrDomain expert advisory rate
Blended default (any unmapped agent type)$150/hrSimple fallback for new agents

Why These Numbers Are Conservative

Every parameter in this formula is set conservatively. A senior engineer at a typical US firm costs $175/hr fully loaded, but many roles in the rate card are specialist positions that command $200-$300/hr on the open market.

The 40 LOC/hr benchmark is the industry standard for senior engineers working with context. The base overhead of 2.0 hours per commit is below the real average (most engineers spend 3-4 hours on context loading, PR preparation, and review cycles per commit).

The 4-hour flat rate for non-commit sessions is conservatively a half-day of analyst work. Many sessions produce research, competitive analysis, or strategic recommendations that would take a consultant 2-3 days.

The numbers on the Velocity page represent a floor, not a ceiling.

Important Notes

  • These are estimates based on approximate US senior-specialist market rates (2025). Actual value depends on work quality, scope, and location.
  • The formula is applied deterministically and identically to every session and commit. No manual adjustments are made to improve the numbers.
  • All figures are recomputed nightly from the live database. The numbers you see on the Velocity page reflect the previous 7 calendar days.
  • Non-commit sessions include: research, analysis, content drafts, QA reviews, strategy sessions, and advisory sessions that produce written deliverables.