Engineering capitalization
Engineering spend.Classified. Defensible.
Automatically convert engineering activity into CapEx, OpEx, and R&E attribution backed by real delivery artifacts.
Engineering teams already measuring with Pensero
The shift
Turn engineering signals intofinance-ready allocation.
Engineering is one of the largest cost centers in the company.
But most teams still allocate it with spreadsheets.
Pensero turns engineering work into continuous, defensible cost attribution.
01/04
Stronger financial outcomes
Protect EBITDA, reduce audit exposure, and strengthen valuation narrative.
How Pensero delivers
- Eliminates weeks of manual allocation work
- Improves R&D intensity reporting
- Enables faster diligence response
Engineering spend becomes measurable, defensible capital allocation.
Capitalizable · Oct 12 – Oct 1877% of delivery is capitalizableWeekly 69.1%Industry 38%- Capitalizable
- Non-capitalizable
By teamBy epicRoute Optimisation85%Core Platform81%Fleet Telematics79%Billing and Claims76%Customer Portal74%Data Platform72%Warehouse Systems68%
02/04
Audit-ready capitalization
Eliminate subjective allocations and fragile documentation.
How Pensero delivers
- Connects compensation to pull requests, commits, and work items
- Allocates cost by initiative and contributor
- Generates defensible CapEx vs OpEx splits
- Exports audit-ready reports (CSV + API)
No timesheets. No manual tagging.
CapEx report512 Eng. + AgentsPrevious week · Oct 12 – Oct 18SummaryContributorsEpicsWork items% Capitalizable0.7 ppof delivery77%Capitalized$1,18181% of cost$9,944Expensed$1,18019% of cost$2,329Engineering cost$15,342Cost / point$0.861,701 points$9.02Total cost / point$3.18incl. $1,344 AI$16.33Agent cost / point$0.25$1,442 across 1,134 points$1.27
03/04
Section 174/174A support
Navigate the 2022–2025 tax changes with structured, geography-aware allocation.
How Pensero delivers
- Geography-aware team structure with office-level attribution
- Maps salary to R&E-eligible work
- Produces reproducible allocation logic
- Classifies and documents capitalizable engineering work for 174 compliance
“We estimated percentages” won’t survive scrutiny. Artifact-based attribution will.
Pensero supports
- Section 174 / 174A(GAAP internal-use software)
- CapEx / OpEx classification(U.S. tax R&E)
04/04
Continuous documentation, not year-end fire drills
Replace retrospective reconciliation with ongoing evidence.
How Pensero delivers
- Continuous work-level traceability
- Initiative-level investment breakdown
- Contributor-level cost visibility
- Structured documentation for audit and diligence
Automated after integration.
By team · Oct 12 – Oct 1877% of delivery is capitalizableTeam Delivery Capitalizable delivery % capitalizable Capitalized cost Route Optimisation 700 595 85% $1,761 Core Platform 593 480 81% $1,388 Fleet Telematics 532 420 79% $1,281 Billing and Claims 401 305 76% $1,027 Customer Portal 518 383 74% $1,350 Data Platform 453 326 72% $1,018 Warehouse Systems 489 333 68% $1,134 
Security & privacy
Built on strict data boundaries
Your engineering intellectual property remains protected.
Your engineering IP stays yours
Designed to meet strict SOC 2 Type II standards, follows GDPR principles to protect personal data, and supports HIPAA requirements for sensitive information.
01
We do not store raw code or AI prompts
02
Only explicitly connected items are analyzed
03
Access is controlled and auditable
04
Data handling aligns with enterprise security standards
How it works
Get started in minutes. See insights in hours.
Connect your stack. See months of history from day one.
1 hour
Connect & Structure
Integrates repositories, tickets and messages automatically so AI can break work into measurable units, giving your team a unified, transparent view of everything delivered.
1 day
Analyze & Detect
Surface delivery vs roadmap gaps, AI contribution patterns, and execution insights so bottlenecks and early performance drag become visible through evidence-based reviews.
1 week
Report & Decide
Establish a single source of execution truth with team-level and AI vs human performance comparisons, enabling board-ready reporting and confident, scalable capital decisions.
Questions finance teams ask
Does Pensero replace our CPA or tax advisor?
No. Pensero is not a tax engine and does not provide tax advice. It produces structured, traceable engineering cost attribution based on real delivery artifacts. Your CPA or tax advisor applies judgment on top of defensible underlying data.
Does this support both GAAP capitalization and Section 174 / 174A?
Yes. Pensero supports structured cost attribution that can be used for: ASC 350-40 (book capitalization) Section 174 / 174A (U.S. tax R&E treatment) They are separate regimes, but both require defensible allocation and documentation.
How does Pensero handle domestic vs foreign engineering costs?
Pensero incorporates team structure, payroll entity, and geography into cost attribution. This enables domestic vs foreign R&E splits, critical under the 174 (2022–2024 amortization) and 174A (2025+ expensing) framework.
How complex is implementation?
If your engineering data already exists in GitHub, Jira, or similar systems, your onboarding will be set within minutes. There are no timesheets to deploy and no behavior change required from engineers. Finance receives structured reporting without operational disruption.