unit-economics
Unit economics analysis, CAC LTV estimation, churn inference, gross margin per unit, customer economics, subscription economics, per-unit profitability, contribution margin, payback period, cohort economics
Install
npx skills add https://github.com/agentii-ai/agentii-investment-intelligence/tree/main/plugins/vertical-plugins/business-intelligence/skills/agentii/unit-economics
claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install agentii-ai-agentii-investment-intelligence@llmmart
git clone https://github.com/agentii-ai/agentii-investment-intelligence.git
The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole agentii-ai/agentii-investment-intelligence collection as a plugin from our marketplace. Git is the plain clone.
Skill manifest
unit-economics
Triggers
- Unit economics analysis
- CAC LTV estimation
- churn inference
- gross margin per unit
- customer economics
- subscription economics
- per-unit profitability
- contribution margin
- payback period
- cohort economics
Defaults
| Parameter | Default Value | Rationale |
|---|---|---|
| ticker | (required) | Stock symbol to analyze |
| lookback_quarters | 4 | Standard lookback for this skill type |
Methodology
1. Retrieval Scope
This skill operates with retrieval_scope: structured_only. It performs structured data retrieval only (XBRL facts, financials, earnings calendar) — no unstructured document search. Document-retrieval tools are excluded from allowed_tools.
2. Retrieval Strategy
Follows the retrieval strategy decision tree in contracts/retrieval.md. Primary branch: (a) Structured Data Query. Resolve the canonical ticker first (exact → fuzzy alias → share-class) before any data call.
3. Temporal Scope
Default lookback: 4 fiscal quarter(s); maximum: 8. The default balances recency against the trend window this analysis requires.
4. Tool Allowlist
Per frontmatter allowed_tools:
search_companies— ticker resolution + company context (entity-alias fuzzy match)search_xbrl_facts— primary structured financial facts (is_primary default)get_company_financials— consolidated IS/BS/CF highlightsget_company_profile— sector/industry classification + metadatalist_xbrl_concepts— XBRL concept discovery for non-standard line items (namespaceparam; defaultus-gaap— useifrs-fullfor foreign filers)
5. Protocol
- Pre-flight (mandatory): call
get_company_fiscal_calendar/{ticker}thenget_ticker_coverage/{ticker}; route on coverage. - Concept discovery (non-standard concepts only):
list_xbrl_concepts(query=<term>, ticker=<T>). - Structured retrieval:
search_xbrl_facts(ticker, concept=[...], fiscal_year=[...])(is_primary default) and/orget_company_financials/{ticker}. - Batch rule: 3+ same-tool queries → consolidate via
batch_search(≤8 sub-queries). - Output: write the deliverable per
## Output File, then append toagentii.md.
Output File
Write the final deliverable to {ticker}/{YYYY-MM-DD_HHMM}_unit-economics_{affix}.md .
Output Structure
- Executive Summary (≤200 words) — headline conclusions for the analysis.
- Data Sources — filings + structured endpoints used, with
{ticker} {citation_id} page<N>citations. - Analysis — the core findings, tables, and commentary for this dimension.
- Key Metrics — the quantitative results with QoQ/YoY context where relevant.
- Coverage Gaps & Citations — data not retrievable + citation index.
Citations & memory: follow contracts/citation-and-memory.md — ≥1 citation per 200 words; every material fact, table row, and metric is immediately followed by its inline clickable https://agentii.ai/v/{ticker}/{citation_id}/{N} link; a bottom Citations section provides a non-duplicative roll-up index; the closing TUI reply includes a compact Key Citations list (headline 5–10 facts) of clickable /v/ URLs; and append the run to agentii.md per contracts/agentii-md-schema.md.
Preflight
Run the canonical pre-flight sequence — MCP health probe, ticker resolution, workspace style.md override, memory load, and coverage check. See contracts/preflight.md.
Include the X-Agentii-Trace header on every tool call per contracts/x-agentii-trace-header.md.
Memory & Snapshot
- Memory load (pre-flight): load prior workspace context for the ticker before retrieval — see
contracts/memory-load.md. - Structured output frontmatter: emit the FR-090 block (
key_metrics,conclusions,facts_count,deducted_count,views_count,citation_count) percontracts/output-frontmatter-schema.md. - Snapshot synthesis: after writing the deliverable, update the two-tier snapshot and classify findings as
[FACT]/[DEDUCTED]/[VIEW]— seecontracts/snapshot-synthesis.md. - Session archival: record the run under
sessions/{YYYY-MM-DD}/and updatesessions/INDEX.mdpercontracts/session-format.md.
Final Summary (TUI)
End the closing chat reply with a compact Key Citations list (headline 5–10 facts), each a clickable https://agentii.ai/v/{ticker}/{citation_id}/{N} link, so the user can cmd+click straight to the exact SEC page. See contracts/citation-and-memory.md.
Error Handling
| Error | Action |
|---|---|
| Ticker not found | Suggest checking spelling or trying list_coverage |
| No data available | Flag in Coverage Gaps, proceed with available data |
| API key invalid | Direct user to agentii.ai/api-keys |
| MCP server unreachable | Retry once; if persistent, halt with AGENTII_MCP_UNREACHABLE |
References
- Methodology:
references/methodology.md— tool fallbacks, retrieval strategy, analysis framework - Output Structure:
references/output-structure.md— detailed deliverable sections and ordering
Files (agentii-investment-intelligence)
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references
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knowledge-frameworks.md 667 B
# Knowledge Frameworks — Business Intelligence Skills Operational and business-intelligence frameworks from the agentii knowledge base (spec 037). ## L2 Operational Frameworks - **Unit Economics Benchmarks**: CAC/LTV ratios by sector, payback period targets, churn benchmarks. - **Revenue Decomposition Taxonomies**: Segment, geography, product-line waterfall frameworks. - **KPI Dashboard Design**: Headcount efficiency, backlog/book-to-bill, utilization rates. - **What-If Scenario Construction**: Bear/Base/Bull probability weighting, driver sensitivity matrix. Source: `gold.knowledge_entries` — query via `search_knowledge_entries(category_tags: K1,K5)`. -
methodology.md 1 KB
# unit-economics — Methodology ## Retrieval Strategy Combines XBRL revenue/cost data with filing-derived customer metrics. Extracts implied unit economics from segment disclosures, revenue recognition policies, and operating metrics in 10-K Item 1 and Item 7. ## Tool Fallbacks | Tool | Failure Mode | Fallback Action | Coverage Annotation | |------|-------------|----------------|---------------------| | `search_xbrl_facts` | No unit-level data | Estimate from aggregate revenue/customer counts | `unit_estimates: true` | | `search_documents` | No customer metrics disclosed | Flag as unavailable | `customer_metrics_unavailable: true` | ## Unit Economics Framework - **CAC estimation**: sales & marketing spend / new customers (where disclosed) - **LTV estimation**: average revenue per customer × gross margin × avg lifetime - **LTV/CAC ratio**: benchmark ≥3 for healthy unit economics - **Churn inference**: revenue retention rates, cohort disclosures - **Gross margin per unit**: segment-level gross profit / unit volume -
modes.md 714 B
# unit-economics — Analyst Mode Definitions Derived from the skill's own methodology structure (scripts/mode_backfill.py, spec 046 M1). ### Mode: triggers **Objective**: Triggers analysis per the skill's methodology (see SKILL.md sections). ### Mode: defaults **Objective**: Defaults analysis per the skill's methodology (see SKILL.md sections). ### Mode: methodology **Objective**: Methodology analysis per the skill's methodology (see SKILL.md sections). ### Mode: retrieval-scope **Objective**: Retrieval Scope analysis per the skill's methodology (see SKILL.md sections). ### Mode: retrieval-strategy **Objective**: Retrieval Strategy analysis per the skill's methodology (see SKILL.md sections). -
output-structure.md 599 B
# unit-economics — Output Structure 1. **Executive Summary** (≤200 words) — unit economics health, LTV/CAC ratio, margins 2. **Customer Acquisition** — CAC estimation, payback period, sales efficiency 3. **Customer Lifetime Value** — LTV estimation, retention/churn analysis 4. **Unit Profitability** — gross margin per customer/unit, contribution margin 5. **LTV/CAC Analysis** — ratio trends, cohort performance, benchmark comparison 6. **Key Metrics** — CAC, LTV, churn rate, ARPU, gross margin per unit 7. **Coverage Gaps & Citations** — data not retrievable + citation index
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SKILL.md 5.7 KB
--- name: unit-economics multi_ticker_semantics: single_target description: Unit economics analysis, CAC LTV estimation, churn inference, gross margin per unit, customer economics, subscription economics, per-unit profitability, contribution margin, payback period, cohort economics temporal_scope: default_quarters: 4 max_quarters: 8 description: "Typical lookback: 4 quarters, max: 8" allowed_tools: - search_companies - search_xbrl_facts - get_company_financials - get_company_profile - list_xbrl_concepts - search_knowledge_entries - get_knowledge_entry - search_by_analogue retrieval_scope: structured_only min_tool_diversity: 9 --- # unit-economics ## Triggers - Unit economics analysis - CAC LTV estimation - churn inference - gross margin per unit - customer economics - subscription economics - per-unit profitability - contribution margin - payback period - cohort economics ## Defaults | Parameter | Default Value | Rationale | |-----------|---------------|-----------| | ticker | (required) | Stock symbol to analyze | | lookback_quarters | 4 | Standard lookback for this skill type | ## Methodology ### 1. Retrieval Scope This skill operates with `retrieval_scope: structured_only`. It performs structured data retrieval only (XBRL facts, financials, earnings calendar) — no unstructured document search. Document-retrieval tools are excluded from `allowed_tools`. ### 2. Retrieval Strategy Follows the retrieval strategy decision tree in `contracts/retrieval.md`. Primary branch: **(a) Structured Data Query**. Resolve the canonical ticker first (exact → fuzzy alias → share-class) before any data call. ### 3. Temporal Scope Default lookback: 4 fiscal quarter(s); maximum: 8. The default balances recency against the trend window this analysis requires. ### 4. Tool Allowlist Per frontmatter `allowed_tools`: - `search_companies` — ticker resolution + company context (entity-alias fuzzy match) - `search_xbrl_facts` — primary structured financial facts (is_primary default) - `get_company_financials` — consolidated IS/BS/CF highlights - `get_company_profile` — sector/industry classification + metadata - `list_xbrl_concepts` — XBRL concept discovery for non-standard line items (`namespace` param; default `us-gaap` — use `ifrs-full` for foreign filers) ### 5. Protocol 1. **Pre-flight (mandatory)**: call `get_company_fiscal_calendar/{ticker}` then `get_ticker_coverage/{ticker}`; route on coverage. 2. **Concept discovery** (non-standard concepts only): `list_xbrl_concepts(query=<term>, ticker=<T>)`. 3. **Structured retrieval**: `search_xbrl_facts(ticker, concept=[...], fiscal_year=[...])` (is_primary default) and/or `get_company_financials/{ticker}`. 4. **Batch rule**: 3+ same-tool queries → consolidate via `batch_search` (≤8 sub-queries). 5. **Output**: write the deliverable per `## Output File`, then append to `agentii.md`. ## Output File Write the final deliverable to `{ticker}/{YYYY-MM-DD_HHMM}_unit-economics_{affix}.md` . ## Output Structure 1. **Executive Summary** (≤200 words) — headline conclusions for the analysis. 2. **Data Sources** — filings + structured endpoints used, with `{ticker} {citation_id} page<N>` citations. 3. **Analysis** — the core findings, tables, and commentary for this dimension. 4. **Key Metrics** — the quantitative results with QoQ/YoY context where relevant. 5. **Coverage Gaps & Citations** — data not retrievable + citation index. **Citations & memory**: follow `contracts/citation-and-memory.md` — ≥1 citation per 200 words; every material fact, table row, and metric is immediately followed by its inline clickable `https://agentii.ai/v/{ticker}/{citation_id}/{N}` link; a bottom **Citations** section provides a non-duplicative roll-up index; the closing TUI reply includes a compact **Key Citations** list (headline 5–10 facts) of clickable `/v/` URLs; and append the run to `agentii.md` per `contracts/agentii-md-schema.md`. ## Preflight Run the canonical pre-flight sequence — MCP health probe, ticker resolution, workspace `style.md` override, memory load, and coverage check. See `contracts/preflight.md`. Include the `X-Agentii-Trace` header on every tool call per `contracts/x-agentii-trace-header.md`. ## Memory & Snapshot - **Memory load** (pre-flight): load prior workspace context for the ticker before retrieval — see `contracts/memory-load.md`. - **Structured output frontmatter**: emit the FR-090 block (`key_metrics`, `conclusions`, `facts_count`, `deducted_count`, `views_count`, `citation_count`) per `contracts/output-frontmatter-schema.md`. - **Snapshot synthesis**: after writing the deliverable, update the two-tier snapshot and classify findings as `[FACT]`/`[DEDUCTED]`/`[VIEW]` — see `contracts/snapshot-synthesis.md`. - **Session archival**: record the run under `sessions/{YYYY-MM-DD}/` and update `sessions/INDEX.md` per `contracts/session-format.md`. ## Final Summary (TUI) End the closing chat reply with a compact **Key Citations** list (headline 5–10 facts), each a clickable `https://agentii.ai/v/{ticker}/{citation_id}/{N}` link, so the user can cmd+click straight to the exact SEC page. See `contracts/citation-and-memory.md`. ## Error Handling | Error | Action | |-------|--------| | Ticker not found | Suggest checking spelling or trying list_coverage | | No data available | Flag in Coverage Gaps, proceed with available data | | API key invalid | Direct user to agentii.ai/api-keys | | MCP server unreachable | Retry once; if persistent, halt with AGENTII_MCP_UNREACHABLE | ## References - **Methodology**: [`references/methodology.md`](references/methodology.md) — tool fallbacks, retrieval strategy, analysis framework - **Output Structure**: [`references/output-structure.md`](references/output-structure.md) — detailed deliverable sections and ordering
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