MemoForge
An AI investment-research analyst that drafts equity research memos and earnings summaries from SEC filings and call transcripts for analysts who don't code.
Junior equity research analysts and RIA paraplanners producing recurring research notes
- One-click draft of a sell-side style memo from any 10-K, 10-Q, or earnings call transcript
- Auto-built comp-set tables with live pricing pulled from filings
- Source-linked rubric so every claim in the memo cites the underlying filing line
- Rubric-quality scoring the user can tune to match their firm's house style
OpenAI's GPT-5.6 launch specifically highlighted a 6.2-point rubric quality and 3.6-point accuracy gain on Rogo's Big Finance Benchmark with 28% faster completion, signaling a clear capability jump for financial research workflows.
Rogo reports 35,000 professionals at 250+ institutions; Marvin Labs and Fiscal.ai explicitly target individual/buy-side analysts with self-serve tiers, proving recurring memo workflows are a real paid market.AI Tools for Equity Research: 2026 Comparison | Marvin Labs ↗
At least 9 funded competitors already cover 'AI equity research on SEC filings/transcripts for analysts': Marvin Labs ($89/mo for analysts), Fintool, Fiscal.ai, Daloopa, Quartr, AlphaSense, Hebbia, Rogo, and Aiera — Marvin Labs alone is positioned almost identically to MemoForge's target user.AI Tools for Equity Research: 2026 Comparison | Marvin Labs ↗Top 10 Rogo Competitors for Finance Teams [2026] | Hebbia ↗
Proven paid tiers across the segment: Marvin Labs $89/mo, Quartr mid-three figures per seat, Daloopa free+paid, AlphaSense/Hebbia/Rogo enterprise contracts — junior analysts and RIA paraplanners are demonstrably paying $89–$200+/mo for this workflow.AI Tools for Equity Research: 2026 Comparison | Marvin Labs ↗
AI research tooling layered on top of durable incumbents (Bloomberg/FactSet/LSEG at $12K–30K/seat/yr) plus structural enterprise AI adoption trends point to a multi-year workflow, not a fad; the 928-question Big Finance Benchmark also indicates vendors are investing to entrench.AI Tools for Equity Research: 2026 Comparison | Marvin Labs ↗Rogo's Big Finance Bench ↗
Validated by OpenAI's GPT-5.6 page confirming the 6.2-point rubric / 3.6-point accuracy gain claim, and proven shippable by Marvin Labs/Fintool/Daloopa at small-team scale — but requires non-trivial engineering for source-linking, audit trails, and accuracy on numbers.GPT‑5.6: Frontier intelligence that scales with your ambition ↗AI Tools for Equity Research: 2026 Comparison | Marvin Labs ↗