SaaS Valuation Compression AnalyzerFinance Skill
A two-file research and charting recipe for round-to-round SaaS valuation changes. Static review found an incorrect additive growth identity, inconsistent example arithmetic, unverified benchmark tables and erroneous peer-history labels. The useful workflow is to collect dated funding and ARR evidence, reconcile valuation bases and show explicit sensitivities. Missing ARR and causal explanations remain uncertain; external visualization and installation were not tested.
- Assessment score
- 65/100
- Snapshot risk
- High
- Audit conclusion
- Needs review
How the assessment score works
Pineify weights evidence recorded from the captured files: Skill structure 15%, Instruction clarity 20%, Dependency transparency 20%, Permission transparency 20%, Safety guardrails 15%, Finance task fit 10%. Each signal receives full credit for Yes, one-quarter credit for unknown, and none for No.
The score is not an output accuracy test or user rating. Read the findings and financial assumptions even when the score is high. Risk labels summarize recorded permissions and findings; they do not measure investment risk or certify that installation is safe.
Discovery
What this Skill helps an agent do.
Use the tasks and topics below to judge whether the captured workflow fits your question. Read its findings, dependencies and data requirements before relying on an output.
Domains and assets
Topics
Trust
Evidence from the captured directory.
This content snapshot assessment does not certify the repository, current files, or installation environment. "Not verified" means the captured files did not support a Yes or No conclusion.
License
GitHub reports the repository license as MIT License.
Review state
- Automated review
- Automated review
- Install tested
- No
- Human reviewed
- Not verified
Snapshot
- Files reviewed
- 2
- Captured
- 2026-07-29 07:31 UTC
- Snapshot ID
- fsh-saas-valuation-compression-2026-07-29-001
Permissions
FilesystemRead
Not verifiedThe research recipe uses web search, but local file access by the optional installer and external visualizer is not documented.
FilesystemWrite
YesThe README npx installation commands write skill or plugin files; visualization artifact writes depend on an external tool not captured here.
NetworkAccess
YesThe skill requires web search access to gather funding round data, valuations, ARR, lead investors, macro SaaS multiples, and narrative context.
ShellExecution
YesThe README supplies npx installation commands; the research steps themselves use search and a visualizer.
CodeExecution
YesOptional npx installation executes external code. The visualization implementation is outside the two-file snapshot and was not run.
ExternalCredentials
NoNo external credentials are required — the skill uses web search and pre-loaded benchmark data.
Dependencies
Web Search
Web search capability for gathering funding round data, valuations, ARR, and macro context
Web search is the primary data gathering mechanism for this skill.
Visualizer tool
Visualizer tool for inline chart rendering
Visualizer tool required for inline visualization output.
Data sources named by the Skill
Web Search (funding round data)
Web search provides funding history, ARR figures, investor data, and macro context.
Pre-loaded SaaS benchmark table
Unverified historical benchmark and peer tables embedded in the source. Do not use them as factual fallback data without traceable observations and consistent definitions.
Snapshot assessment
65/100
Pineify Finance Skill snapshot assessment, version 1.0.0. Generated 2026-10-20 00:00 UTC.
High risk · Needs review
Skill structure
85/100Instruction clarity
100/100Dependency transparency
39/100Permission transparency
56/100Safety guardrails
35/100Finance task fit
80/100Audit findings
High
Percentage growth must include the interaction term
For V = ARR times M, the exact relation is 1 + gV = (1 + gARR)(1 + gM), not gV = gARR + gM. Use consistent decimal changes or additive log changes for positive values. The source illustrative sentence also fails its own arithmetic: ARR at 5 times its starting value and a 36% lower multiple imply valuation at 3.2 times, not 3.8 times. These are mathematical corrections, not historical performance claims.
High
Fallback tables are not verified benchmarks
The private median ranges, fixed public/private discounts, stage-based ARR bands, rate-premium estimates and lag assumptions lack a reproducible sample and primary observations. The dated social-media drawdown table also lacks underlying adjusted-price evidence. Missing ARR should remain unknown or an explicitly separate sensitivity scenario; financing stage or estimated customer spend is not a measured ARR figure. Do not infer causal AI or rate effects from these tables.
Medium
Peer labels contain confirmed history errors
The source labels Netlify 2021 as Series B, but the company announced a Series D in November 2021. It labels HashiCorp acquired in 2024, whereas the acquisition was announced in 2024 and completed in February 2025. Rebuild each comparison from dated company announcements and matching ARR definitions; these corrections do not validate the source multiples or causal labels.
Medium
Match valuation and revenue bases before comparing
Post-money equity value differs from enterprise value and may include newly raised cash or preferred-share rights. ARR is not interchangeable with recognized revenue, GMV or an acquisition price. State the valuation basis, date, currency, revenue definition and financing terms; bridge cash and debt if comparing EV multiples. Primary or contributing cause ratings are hypotheses unless supported by contemporaneous evidence, not an identified causal decomposition.
Medium
Relies entirely on web search for data gathering
The skill depends on web search to gather funding round data, valuations, ARR, and macro context. Search results may be incomplete, outdated, or contradictory — especially for private company ARR figures which are often not publicly disclosed. The skill includes ARR estimation heuristics and pre-loaded benchmarks as fallback.
Low
Dependency manifest is absent from the snapshot
No requirements.txt or pyproject.toml is included. The skill has no code dependencies — it uses web search and the Visualizer tool.
Low
No reference files included
The skill directory contains only README.md and SKILL.md. All benchmark tables, comparables, and methodology are inline in SKILL.md. While this keeps everything self-contained, it limits modularity.
Sources and relations
Context around this Skill.
Repository
himself65/finance-skills
topic
SaaS valuation & ARR multiples
topic
Valuation compression between rounds
topic
Private market valuation benchmarks
agent
Claude Code
collection
Market analysis
guide
Reviewing finance skills before install
Registry
Read this record as data.
The public record includes the page-safe snapshot, evidence, assessment, taxonomy, and relations. Internal revision fields stay outside the public projection.
- Record ID
- github:himself65/finance-skills:plugins/market-analysis/skills/saas-valuation-compression
- Snapshot ID
- fsh-saas-valuation-compression-2026-07-29-001