Every investment thesis has a critical assumption that hasn’t been stress-tested. The market size that’s sourced from a single analyst report. The competitive moat claim that doesn’t survive scrutiny of the incumbent’s roadmap. The unit economics that only work at a scale the company hasn’t reached. Augle runs the adversarial review before capital is deployed.
IC pushback isn’t random. It targets the same structural weaknesses every time: market size claims that can’t be triangulated, moat assertions that don’t survive a look at the competitor roadmap, and unit economics that require assumptions the company hasn’t validated. The deal team that walks in knowing these objections wins the room. The one that hears them for the first time loses it.
Questions VC and PE teams run on Augle
The Cartographer maps the evidence behind every market size claim — whether it’s triangulated across multiple independent sources or dependent on a single Gartner or IDC figure from 2022. The Methodologist flags when a bottom-up construction and a top-down estimate produce materially different numbers that the memo treats as equivalent.
The Contrarian steelmans the incumbent’s position before challenging the moat thesis. A switching cost argument that depends on integrations the incumbent announced at their last developer conference, or a network effect claim in a market where the largest player has already replicated the core feature, surfaces here — not at IC.
The Methodologist evaluates whether the construct — whether the unit economics model actually measures what the memo claims — holds at the growth stage being underwritten. CAC that’s been validated at 50 enterprise customers may not hold at 500. Gross margin that assumes a pricing tier the company hasn’t yet launched is Contested, not Probable.
The Contrarian runs at maximum temperature to surface the objection a skeptical IC member or a competing bidder’s advisor will raise. Unresolved Strong objections appear verbatim in the session output — not summarised, not softened — with a specified resolution condition. These become the IC prep agenda.
Each scenario illustrates realistic deliberation behaviour across thesis validation, diligence review, and competitive assessment.
“Is the investment thesis for this vertical SaaS company’s Series B defensible at IC, and what are the two or three objections we need to resolve before we go in?”
The Salesforce roadmap conflict wasn’t in the competitive analysis. The TAM discrepancy was in the memo but hadn’t been flagged. The partner who walked into IC knowing both objections controlled the room. The one who heard them for the first time didn’t.
“Do the revenue synergy assumptions in our acquisition model for this add-on hold under scrutiny, and what’s the strongest case against our post-close integration timeline?”
The adoption rate assumption was buried in a tab of the model. The CRM integration risk was described in the CIM as “manageable.” Neither had been stress-tested against the fund’s own comparable. The sensitivity case was added before the LOI was signed, not discovered in the 100-day plan.
“Is the founder’s claim that they have a two-year technical lead over the nearest competitor supported by the available evidence?”
The two-year lead was the headline claim in the founder deck. It was also the weakest claim in the deck. Restating it accurately — a real and measurable benchmark advantage, not an asserted durable moat — strengthened the memo’s credibility with IC rather than exposing it to a single pointed question.
Upload memos, financial models, market reports, CIMs, and management presentations. Financial integrity mode activates automatically — the Guardian validates market data recency, distinguishes historical data from forward forecasts, and flags stale or single-source market size claims.
The Cartographer classifies every key assumption as Settled, Contested, or Unknown. The Methodologist assesses construct validity — whether the metrics in the model actually measure what the memo claims. TAM definitions, unit economics constructs, and synergy assumptions are evaluated against the evidence base before deliberation begins.
The Contrarian takes the role of a skeptical IC member or a competing bidder’s advisor — surfacing the strongest version of every challenge to the thesis. Every objection specifies a resolution condition. Unresolved Strong objections become the IC prep agenda, not the IC surprise.
The Synthesizer produces a finding anchored to the evidence base — not the founder narrative. Confidence grades per key assumption, unresolved objections verbatim with resolution conditions, and reopen conditions that specify what new information would change the assessment.
The Contrarian is calibrated to surface the strongest version of every challenge to your thesis — the TAM triangulation question, the moat durability challenge, the unit economics sensitivity. Unresolved objections appear verbatim with resolution conditions. The deal team that knows these going in controls the IC conversation.
Financial integrity mode checks market data recency, source attribution, and the distinction between historical data and forward forecasts. A $4B TAM from a 2021 report that used a category definition your company doesn’t address is flagged before it becomes the first thing IC questions. Stale data doesn’t survive SVS.
Every key assumption receives a confidence grade — Established, Probable, Contested, or Gap — based on the evidence base, not the memo’s framing. The difference between a Probable thesis and a Contested one is the difference between a memo that IC approves and one that generates a 30-minute objection loop on the first key assumption.
Join waitlist and stress-test your next investment thesis before you go to committee.