For investors · Free assessment

Free audit · 5 minutes · Peer-comparable

How does your investment AI stack compare?

Benchmark AI tooling across chat, sourcing, diligence, portfolio monitoring, reporting, FP&A, brand-ready docs, API/CLI/MCP, and ops. Built for VC funds, CVCs, accelerators, family offices, and angels who need VC-grade workflows without a VC-sized team.

Stack dimensions

Sourcing, screening, diligence, monitoring, reporting, data runtime, model governance, and more — scored individually.

200+

Investor teams benchmarked

Compare against early-stage, growth, multi-stage, corporate, and solo investor workflows across regions.

5 min

To complete

Self-serve audit with smart skip logic. Most decision makers finish in under five minutes.

Market scan · Visible.vc refreshed

Visible moved the baseline. Operalta benchmarks the layer above it.

Visible now markets an AI-first portfolio monitoring suite: AI Inbox, AI Updates, AI Docs, portfolio insights, LP reporting, and an MCP surface. The audit treats those as the new minimum bar, then measures whether your operating layer also supports chat, agents, Connect/Public Intake, metric prioritization, FP&A/what-if, brand-ready media, model governance, API/CLI/MCP, and ecosystem-wide graph workflows.

AI Inbox is now table stakes: emails, PDFs, decks, updates, and request responses should turn into usable portfolio data with provenance.
AI-generated founder updates, recurring investor reports, dashboards, cohorts, source-linked deal docs, and prioritized metric packs are now active buying criteria.
The strongest stacks go beyond monitoring: they reuse deck facts in intake, apply brand design across reports and decks, run what-if scenarios, and generate Excel workbooks without losing source context.
MCP/API claims are scored separately from verified API, CLI, model-governance, and agent-runtime workflows, so announced integration surfaces do not inflate readiness.

Confirmed from public pages

Available claims

Visible publicly describes AI Inbox, AI Updates, AI Docs, dashboards, requests, Google Sheets/Airtable sync, portfolio APIs, and source-linked document extraction.

Announced, but verify

Runtime surface

Visible promotes an AI-powered MCP Server in navigation and investor copy. The audit now asks whether API, CLI, MCP, model routing, and agent workflows are actually deployed, scoped, and usable by the team.

Where Operalta is broader

Analysis layer

Operalta covers both sides of the market and carries memory across company context, public memo, startup.md, dossier.md, reports, decks, rooms, FP&A, and Public Intake. Angels can run personal deal flow, thesis, rooms, intake, monitoring, reports, decks, and searchable memory with most of the same operating layer as a VC.

What you get

A benchmark investment teams actually share

Twelve-dimension assessment

Sourcing, screening, diligence, monitoring, reporting/FP&A, knowledge, ops, security, governance, talent, data, and AI strategy — refreshed for AI Inbox, AI Docs, AI Updates, portfolio insights, and API/CLI/MCP-era workflows.

Chat and agent runtime

Score whether the investment workflow can actually run through chat, council-style sub-agents, research panels, source-backed artifacts, and traceable model/tool usage.

Ecosystem-wide benchmark

Visible is strongest around investor portfolio monitoring. Operalta scores the full ecosystem: founders, VC funds, solo angels, angel groups, accelerators, advisors, family offices, and corporate venture teams.

Analysis and memory transfer

Score whether company context, public memo, startup.md, dossier.md, reports, rooms, decks, and intake requests compound into one operating memory instead of disconnected documents.

Reporting and FP&A depth

Benchmark 40-template reporting depth, sourced metrics, investor-prioritized KPI requirements, FP&A/what-if workflows, sandboxed Excel generation, and brand-ready output design.

Angel-grade investment workspace

Angels can use most VC workflows: investor discovery, deal-flow accounts, public intake links, diligence rooms, company monitoring, reports, decks, and searchable memory.

Graph and intake parity

Benchmark lookalike investors and startups, Public Intake links, embedded deck submissions, file-covered questionnaire answers, AI Inbox review, and pipeline promotion as one connected workflow.

Peer-comparable scoring

See where you stand against investors matched on size, stage focus, geography, and team size — not generic averages.

Top-quartile gap analysis

Identify the three or four gaps that separate you from top-quartile peers — including whether portfolio data, document evidence, and narrative outputs compound in one system.

Vendor-agnostic roadmap

Gap-to-capability mapping. We name the capability you need, and distinguish shipped workflow depth from announced-but-unverified platform claims.

Investor-ready summary

A two-page summary investors can share at the next team, IC, LP, or co-investor meeting without redaction or rework.

Track over time

Re-run quarterly. Watch your stack mature against the benchmark — and against your own past self.

Pair with

From audit to ecosystem operating system

Startup Radar

Upgrade your screening today

The fastest gap most investors close after the audit — replace manual screening with structured radar.

Try Startup Radar

Portfolio operating layer

Close the monitoring gap

Most funds and angels score lowest on monitoring. Operalta closes that gap end-to-end.

See portfolio

Investor ecosystem

Support more than institutional VCs

Use the same operating layer for angels, family offices, accelerators, advisors, CVCs, and founders.

See ecosystem

Free audit, investor-grade output

Where does your investment workflow actually rank?

Run the audit free. Upgrade to Operalta to close the gaps the audit surfaces — across sourcing, screening, monitoring, reporting/FP&A, documents, chat runtime, and ecosystem collaboration.