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How we compare

You have options. Here is why this one is different.

We are not trying to replace Bloomberg or compete with free AI chatbots. We sit in a space nobody else occupies: structured, opposition-tested thesis intelligence for self-directed ETF investors.

Head-to-head

Seeking Alpha

Investment research

Single-author articles and stock picks. No structured thesis model, no mandatory opposition, no ETF expression mapping.

Conviction Scout: We synthesise across sources, mandate counter-arguments, and map theses to ETFs — not individual stocks.

Bloomberg Terminal

Institutional data

World-class data for institutional traders at ~$25,000/year. Raw news feed without thesis structure or opposition.

Conviction Scout: We give self-directed investors thesis-level intelligence with provenance — at a fraction of the cost.

eToro / Social Trading

Social investing

Copy-trading optimised for action, not understanding. Popularity drives visibility. No evidence trails.

Conviction Scout: We optimise for understanding, not copying. Evidence quality determines visibility — not follower count.

AlphaSense

AI research

NLP search across filings and transcripts for institutions at ~$10,000/year. No commentary synthesis or opposition.

Conviction Scout: We focus on commentary synthesis, structured opposition, and ETF expression — designed for retail investors.

ChatGPT / Generic AI

General-purpose AI

Can summarise articles on demand. No longitudinal tracking, no opposition, no confidence scoring, no provenance.

Conviction Scout: ChatGPT doesn't track who changed their mind, cross-reference 6 months of commentary, or show you the strongest objection to what you just read.

Newsletters & Podcasts

Content creators

Individual perspectives without structured counter-arguments. No way to compare or track evolving views over time.

Conviction Scout: We consume their content upstream and structure it — so you see where voices agree, disagree, and evolve.

What only Conviction Scout does

Mandatory opposition

Every material thesis shows its strongest counter-case. Nobody else does this.

Evidence provenance

Full chain from source → claim → thesis → ETF expression. Every step auditable.

Community-audited quality

Reputation is multi-dimensional and domain-scoped — not popularity-driven.

ETF expression mapping

Translates macro views into diversified ETF positions, not single-stock bets.

Market conditions awareness

Portfolio context is conditioned on macro state, not just thesis direction.

Commentator accuracy tracking

See whether a commentator actually changed their thesis — or just changed their headline.

Most professional analysts do not systematically track the strongest objection to every position they hold. With Conviction Scout, you will.