competitive-analysis — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited competitive-analysis (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Competitive analysis for an investment memo is built on two orthogonal axes:
Every competitor named in a memo should be tagged on both axes.
The target company sits at the center. Competitors are sorted onto rings by their own funding stage / scale, not the target's. A seed-stage target with incumbents on its outer ring tells a very different story than a seed-stage target whose entire landscape is other seed-stage companies.
| Ring | Definition |
|---|---|
early stage | Pre-Seed, Seed, Series A |
early scaleup | Series B, Series C |
scaleup | Series D and beyond, prior to mezzanine |
mezzanine | Pre-IPO rounds where valuation exceeds ~$2–3B |
incumbents | Public companies, or massive PE-owned rollups |
noisewashing incumbents, or scaleups about to enter the segment).early stage competitors but many incumbents is in a different position than one surrounded by same-ring peers — both facts belong in the memo.These four types describe the structural relationship between a competitor and the target. They are listed roughly inside-out by directness of threat.
directOffers essentially the same set of services/products, has essentially the same value proposition, and sells to essentially the same customer set.
There should be very few of them. If a memo lists more than a handful of direct competitors, the classification is probably too loose — most of them are actually adjacent.
adjacentA similar set of services/products, with slightly different value propositions, and often different ideal customer profiles or market segments.
These are the companies that could become direct competitors with a small product or positioning shift. Often the most important set to track because the boundary is mobile.
indirectAnalogous services/products with comparable value propositions but different framing, and typically entirely different target markets.
The customer could in principle substitute the indirect competitor's solution, but they live in a different category and reach the customer through different channels.
noisewashingIncumbent companies that have many products, services, and markets and make a lot of noise that they have a similar offering to the challenger company.
They are not actually a credible alternative in the target's specific category — the overlapping product is a checkbox in a broader suite, not the focus — but their marketing, SEO, sales motion, and analyst presence crowd the category. They show up in buyer shortlists by virtue of size, not fit.
Flag noisewashing explicitly. The memo's job is to distinguish category presence from category competence.
#### Noisewashing vs. genuine incumbent threat
Incumbents are mostly noisewashing but sometimes the noise covers a real threat. Google and Microsoft both produce enormous category noise — clicks, mentions, press, analyst coverage — that makes them look like innovators even when the underlying offering is barely used. But sometimes there is sustained heavy investment behind the noise and the offering becomes real. Microsoft Azure is now a genuine threat in cloud services. Google's Waymo is a genuine threat in self-driving cars.
Use this test to separate noise from threat:
| Signal | Noisewashing | Genuine threat |
|---|---|---|
| Coverage / PR / analyst mentions | High | High (same — coverage doesn't discriminate) |
| Actual paying users in the target's specific category | Low | Growing |
| Multi-year sustained capex / headcount / org commitment | No (it's a feature in a suite) | Yes (it's a standalone bet) |
| Listed as the offering's category in the incumbent's own earnings calls / segment reporting | No | Yes |
| Buyers actually shortlist and choose them on merit (not procurement convenience) | No | Yes |
If only the first row is "high," it is noisewashing. If the bottom rows light up too, reclassify — usually as adjacent or direct on the incumbents ring, and call out the reclassification explicitly in the memo so the reader sees the judgment.
For every competitor named in the memo:
adjacent).direct. Several adjacent. A handful of indirect. Noisewashing as many as are actually crowding the category.incumbent + noisewashing is the classic enterprise-software pattern.early scaleup + adjacent is often the real future competitor.early stage + direct is a head-to-head race for the same segment.Competitive analysis is one of the things venture investors ponder most heavily, and it produces two artifacts at very different fidelities in the same pipeline run:
The rule of thumb: the exhaustive research file is where classification happens; the memo section is where classification pays off by collapsing the corpus into something a partner can scan in under a minute.
A memo section with no table/list/diagram and a research file that is short are both red flags that one of the two artifacts is doing the other's job.
apps/memopop-orchestrator/src/agents/competitive_landscape_researcher.py and competitive_landscape_evaluator.py).context-v/explorations/Grill-Me-Per-Section-User-Input-Moment.md.apps/memopop-orchestrator/src/agents/competitive_landscape_researcher.py — the runtime agent that researches the landscape.apps/memopop-orchestrator/src/agents/competitive_landscape_evaluator.py — the runtime evaluator pass.apps/memopop-orchestrator/src/agents/dataroom/extractors/competitive_extractor.py — pulls competitive signals out of dataroom documents.apps/memopop-orchestrator/templates/outlines/ — outline YAMLs that define the competitive section's guiding questions per memo type.~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.