Repeatability
Medium
The extraction pattern is structurally consistent — find TAM/SAM/SOM, growth rates, CAC — but each document set is unique and the synthesis step requires judgment about which figures to reconcile when sources conflict. This is repeatable in structure but not fully templated.
Ambiguity Tolerance
Medium
The output format (2,000-word narrative, annotated sources) is well-defined, but success criteria for resolving conflicting figures, choosing representative estimates, and framing the narrative are not. A human reviewer is needed to confirm the agent made defensible choices.
Data & Tool Availability
Medium
The agent needs all 63 documents ingested and accessible — PDFs, whitepapers, and earnings transcripts vary in format and may require OCR or parsing pipelines. Assuming the user provides clean files, this is tractable, but document access and quality are not guaranteed.
Error Cost
High
Market sizing figures directly influence fundraising, pricing, and go-to-market strategy. A misattributed TAM or hallucinated growth rate could lead to materially bad decisions or embarrass the founder in front of investors. Errors are not immediately reversible if the narrative is shared externally.
Human Judgment Required
Medium
Reconciling conflicting analyst estimates, choosing which figures best represent the founder's specific vertical, and framing the narrative for a particular audience all require strategic judgment. The extraction and drafting are automatable; the validation and framing are not.