PortfolioGPT vs Numeric
A detailed comparison to help you choose between PortfolioGPT and Numeric.
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Verdict: Numeric wins
Numeric scores 4.1/5, edging out PortfolioGPT at 3.0/5. Mid-market and enterprise accounting teams on NetSuite or Sage Intacct who want transaction-level close, reconciliation and flux automation and can run a sales-led evaluation.
PortfolioGPT AI-powered automated investment portfolio optimization | Numeric AI-powered accounting automation and financial analysis | |
|---|---|---|
| Rating | 3.0 (1 review) | 4.1 (1 review) |
| Pricing Model | freemium | paid |
| Starting Price | Free tier available | From $99/mo |
| Best For | Beginners and DIY investors who want a fast, cheap second opinion on asset allocation to research further — not anyone who needs advice or execution. | Mid-market and enterprise accounting teams on NetSuite or Sage Intacct who want transaction-level close, reconciliation and flux automation and can run a sales-led evaluation. |
| Free Tier | ||
| API Access | ||
| Team Features | ||
| Open Source | ||
| Tags | free tierapi access | api accessteam features |
| Visit PortfolioGPT → | Visit Numeric → |
PortfolioGPT
Pros
- + Risk-tolerance input materially changes the output mix in matched-pair tests — aggressive runs tilt to equities and crypto, conservative runs to bonds and ETFs
- + Free tier with five generations a day is enough to run a full scenario matrix before paying anything
- + Outputs include dollar allocations at your stated principal plus horizon-matched backtested figures, not just ticker lists
- + Cheapest serious entry in the category: $3/month or $27/year per the vendor's own pricing pages
- + Sibling tools (Index GPT, Sector GPT, Real Estate GPT) extend the same workflow to index, sector and property portfolios
Cons
- - The goal field has no effect on output — the vendor's own docs admit it, and matched-pair tests confirm it is a placebo control
- - No per-pick rationale, no benchmark or fee assumptions on backtests, and no methodology document anywhere on the site
- - Cannot edit a generated portfolio — no way to swap out an individual holding you disagree with
- - No trade execution, brokerage connections, rebalancing or tax-loss harvesting; purely an ideas generator
- - Thin maturity signals: self-contradictory homepage counters (1,640+ portfolios vs 2,160+ investors), no visible support organization, sparse independent coverage
Numeric
Pros
- + Transaction-level ERP sync (NetSuite) made reconciliation difference-finding work on specific transactions in my testing, not just red/green flags
- + Flux analysis produced structured first drafts with the right variance drivers — usable after a senior accountant adds judgment
- + Setup measured in days: import close checklist, connect GL, launch; far lighter than BlackLine-style implementations
- + Numeric MCP exposes close data and workflows to Claude/ChatGPT, and App Studio/Agent Builder extend the same data core
- + Real financial backing ($51M Series B, Nov 2025, $89M total) and demanding named customers (Wealthfront, Brex, OpenAI, Plaid)
Cons
- - No published pricing at any tier since late September 2026 — every module routes to a demo, and the former $30/user Essentials tier was removed
- - Onboarding and data migration are scoped and priced separately but only surface once you are in a sales conversation
- - Billing & Revenue and ERP Replacement are new and unproven relative to the close product; ASC 606 handling is early-stage
- - Outcome metrics on the site (33% close reduction, 3x output, 95% cash match) are vendor-reported, not independently verified
- - No self-serve trial or free tier — small teams cannot evaluate without a sales process
Frequently Asked Questions
Which is better, PortfolioGPT or Numeric?▼
Numeric scores higher at 4.1/5 vs 3.0/5 for PortfolioGPT, making it the better-rated option in our comparison.
What is the difference between PortfolioGPT and Numeric?▼
PortfolioGPT: PortfolioGPT generates suggested stock portfolios from a stated goal and risk tolerance. Numeric: Numeric is a platform for accounting teams covering the month-end close, reconciliations and reporting, with AI drafting variance explanations.
Is PortfolioGPT or Numeric more affordable?▼
PortfolioGPT starts at €0/mo, Numeric starts at €99/mo. Check the comparison table above for current pricing.
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