Baseline
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Baseline vs Morningstar
Morningstar's equity analysts assign Economic Moat, Fair Value, Uncertainty and Capital Allocation ratings to roughly 1,500 to 1,700 companies, with moat ratings approved by a moat committee, and a statistical model extends quantitative ratings to tens of thousands more. Baseline by A5 Labs uses language models following fixed prompts to score around 3,700 companies on business quality, competitive dynamics and risk, with a written rationale for each score. It has no fair value or star rating.
At a glance
| Morningstar | Baseline by A5 Labs | |
|---|---|---|
| What it rates | Economic Moat (none, narrow, wide), Fair Value, Star Rating, Uncertainty, Capital Allocation[8] | Business Quality, Competitive Dynamics, Risks, 0 to 5 |
| How | Analyst research and a moat committee for covered stocks; statistical model for quantitative ratings[8][9] | Language models on fixed prompts, spot-checked by analysts |
| Written explanation per company | Analyst reports on covered stocks | Written rationale for every score |
| Companies covered | Roughly 1,500 to 1,700 analyst-rated; 40,000 to 52,000 quantitative[9][10] | Around 3,700 |
| Valuation | Yes, three-stage DCF fair value and star rating[8] | No |
| Free plan | 7-day trial[11] | 5 deep dives, no card |
| Paid price | $34.95/month or $249/year (US)[11] | $39/month |
| API / AI | MCP server and Claude/ChatGPT access for licensed users[12][13] | MCP server available (contact us) |
Where Morningstar is stronger
- Human analysts and a committee process behind every moat rating on covered stocks, with a published methodology.[8]
- A fair value estimate and star rating that tie quality to price.
- Funds, ETFs and bonds as well as stocks.
- Scale: tens of thousands of stocks carry at least a quantitative rating.
Where Baseline differs
- Morningstar gives one moat verdict with five named sources.[8] Baseline scores the components separately (barriers to switching, barriers to entry, pricing power, market leadership and others), so you can see which part of the moat holds up and which does not.
- Every company in the universe gets written rationales from the same prompts, rather than a written report for a covered subset and a model-derived rating for the rest.
- Management quality and risks (including accounting and AI disruption) are scored alongside the moat.
Worked example: LVMH (MC.FR)
Scores as at 21 Sept 2026 · View on Baseline
Breaking the moat into parts shows where it sits. Baseline scores LVMH 5 out of 5 on Barriers to Entry and 1 out of 5 on Barriers to Switching: the moat keeps rivals out, but does not keep customers in.
Barriers to Entry 5/5
"LVMH scores 5 on barriers to entry because its competitive advantages are built on assets that cannot be rapidly reproduced with capital alone [...] The analysis finds that no new entrant has built a comparable global hard-luxury conglomerate from a standing start in the last half-century, despite the sector's exceptional profitability and attractiveness."
Barriers to Switching 1/5
"LVMH scores 1 on stickiness because the mechanical and financial barriers to leaving are virtually nonexistent: customers face no contractual penalties, operational downtime, technical migration, proprietary standards, or meaningful ecosystem lock-in, and luxury consumers routinely multi-home across LVMH, Chanel, Hermès, and Prada."
Which to choose
Morningstar suits you if…
- You want an analyst-owned fair value and moat verdict on large, well-known companies.
- You want funds, ETFs and bonds as well as stocks.
- You want a single summary rating tied to price.
Baseline suits you if…
- You want the moat broken into its parts.
- You want the same written treatment across mid caps and international names.
- You are happy to form your own view on price.
Many investors use Morningstar for valuation context and Baseline to stress-test the quality case.
Frequently asked questions
Is there an alternative to Morningstar's Economic Moat rating?
Baseline by A5 Labs scores the components of a moat (switching costs, barriers to entry, pricing power, market leadership) separately for around 3,700 companies, with a written rationale for each. Scores are produced by language models on fixed prompts and spot-checked by analysts.
Does Baseline give a fair value or star rating?
No.
Is Baseline analyst-reviewed?
Baseline's scores are produced by language models following fixed prompts, drawing on filings, the company's score history and its comparable companies, and are spot-checked by analysts. Each of Morningstar's analyst-rated stocks has an analyst behind its rating.
How much does Baseline cost compared with Morningstar Investor?
Baseline is $39 a month with a free plan. Morningstar Investor lists $34.95 a month or $249 a year in the US.
Other comparisons
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5 company deep dives on the free plan. Paid from $39/month.
Try BaselineSources, checked 30 Sept 2026
Baseline is a research tool. Nothing on this page is investment advice.