SoFi AI Market Strategy Report - Roth IRAs

Answer Capsule

SoFi holds 37.50% valid recommendation coverage in the Roth IRA category for September 2026, placing it seventh of ten tracked brands. The benchmark shows SoFi is visible in 41.41% of qualified AI answers but is shortlisted for recommendation in only 37.50%, a conversion gap of 3.91 points. Its clearest win is sentiment: a net sentiment score of 0.9509, the highest in the tracked set, with zero negative mentions across 265 appearances. Its clearest weakness is placement: a 4.69% top-three rate and a 1.41% rank-one rate mean SoFi is present in AI answers far more often than it is chosen. The clearest opportunity is converting that positive framing into shortlist placement inside the Best IRA Accounts and Top IRA Providers cluster, where all 640 qualified September observations sit.

Who This Report Is For

This report is written for SoFi's growth, brand, and digital strategy teams, and for the SEO, content, and communications leads responsible for how the brand appears in AI-generated recommendations for retirement account discovery.

Report Card

Executive Summary

SoFi is visible in the Roth IRA recommendation layer but is not yet converting that visibility into shortlist placement at the rate its presence would support. The benchmark recorded 265 mentions across 640 qualified September 2026 observations, a raw mention presence rate of 41.41%. Of those, 240 were classified as valid recommendations, giving SoFi a valid recommendation coverage of 37.50%. The gap between being mentioned and being recommended is 3.91 points, which is narrow in absolute terms but consequential in a category where the two leaders sit above 83%.

The framing around SoFi is the strongest in the tracked set. Net sentiment scored 0.9509, built from 252 positive mentions, 13 neutral mentions, and zero negative mentions. No other tracked brand recorded zero negatives. That is a meaningful asset: AI systems are not surfacing cautionary or comparative-anchor language about SoFi, they are surfacing it favorably.

Placement is where the picture changes. SoFi's top-three rate was 4.69%, meaning it appeared in a top-three recommendation position in 30 of 640 qualified observations. Its rank-one rate was 1.41%, or 9 observations. Its average recommended rank was 4.50. SoFi is being named, and named positively, but it is rarely being named first or even third.

The strongest cluster signal is also the only cluster signal. All 640 qualified September observations fell into the Brand Recommendation class, covering the Best IRA Accounts and Top IRA Providers cluster. The Pricing and Value and Multi-Brand Comparison clusters recorded zero qualified observations in both July and September 2026, so the public series cannot yet show how SoFi performs on cost or head-to-head prompts.

Platform behavior varies sharply. Copilot produced SoFi's highest valid recommendation coverage at 76.67%, followed by Perplexity at 64.44%. ChatGPT recorded 7.69% coverage, Gemini 17.39%, AI Overviews 26.14%, and AI Mode 31.29%. The spread suggests SoFi's recommendation presence is concentrated in a subset of surfaces rather than distributed evenly across the AI discovery layer.

The clearest gap is between SoFi and the brands directly above it. Vanguard holds 69.69% coverage, Robinhood 66.87%, and Betterment 59.06%. SoFi's 37.50% sits 21.56 points below Betterment and 32.19 points below Vanguard. Closing even part of that distance would move SoFi out of the lower tier and into the group that AI systems treat as a default shortlist option.

What SoFi Is Winning

Questions This Section Answers

• Which platforms already treat SoFi as a shortlist brand in Roth IRA recommendations?
• How does SoFi's sentiment profile compare to Fidelity and Charles Schwab?

SoFi's strongest evidence-backed win is framing quality. Its net sentiment score of 0.9509 is the highest among all ten tracked brands, ahead of Fidelity at 0.9246 and Charles Schwab at 0.9173. The score is built on 252 positive mentions against zero negative mentions, which means AI systems are not attaching risk language, warnings, or unfavorable comparisons to the brand.

The second win is platform-specific recommendation strength. On Copilot, SoFi recorded a valid recommendation coverage of 76.67% across 90 observations, with 69 valid recommendations and a net sentiment of 0.92. On Perplexity, coverage reached 64.44% across 90 observations, with 58 valid recommendations and a net sentiment of 0.9552. These are the two surfaces where SoFi behaves like a shortlist brand rather than a mention.

The third win is rank-one presence on Perplexity. SoFi recorded a 4.44% rank-one rate on that platform, its highest across all six surfaces, with four first-position recommendations. It is a small count, but it shows the brand can reach the top slot on at least one surface.

Beyond these three signals, the wins are limited. SoFi does not lead any cluster, does not hold a top-three rate above 5%, and does not appear in the top five by valid recommendation coverage.

Where SoFi Has the Clearest AI Visibility Gaps

Questions This Section Answers

• How large is the gap between SoFi's mention presence and its valid recommendation rate in Roth IRAs?
• Which AI platforms represent SoFi's weakest shortlist coverage in the Roth IRA category?
• Why can't SoFi's performance on cost or head-to-head Roth IRA prompts be assessed?

The primary gap is recommendation conversion. SoFi appears in 41.41% of qualified answers but earns a valid recommendation in 37.50%. That 3.91-point spread is smaller than Wealthfront's, but it points to the same structural issue: the brand is being described more often than it is being chosen.

The larger gap is competitive displacement. Fidelity holds 85.78% valid recommendation coverage and Charles Schwab holds 83.75%. Vanguard sits at 69.69%, Robinhood at 66.87%, and Betterment at 59.06%. SoFi's 37.50% places it 21.56 points behind Betterment, the nearest brand above it. In practical terms, when an AI system assembles a Roth IRA shortlist, SoFi is more likely to be absent from it than present, even though the brand is mentioned in more than four of every ten answers.

Placement compounds the coverage gap. SoFi's top-three rate of 4.69% is less than half of Robinhood's 11.25% and roughly one-fourteenth of Vanguard's 37.19%. Its rank-one rate of 1.41% is below Wealthfront's 2.66%, despite Wealthfront's coverage having fallen 10.5 points since July 2026. SoFi is being mentioned alongside stronger-positioned brands without displacing them.

Platform concentration is a third gap. Copilot and Perplexity together account for the majority of SoFi's recommendation strength. On ChatGPT, SoFi recorded a 7.69% valid recommendation coverage across 52 observations, with four valid recommendations. On Gemini, coverage was 17.39% across 69 observations. If buyer discovery shifts toward those surfaces, SoFi's recommendation position weakens considerably.

The cluster picture is a fourth gap, though it is a data limitation rather than a performance finding. The Pricing and Value and Multi-Brand Comparison clusters recorded zero qualified observations in September 2026. SoFi cannot be assessed on cost or head-to-head prompts because the public series does not contain them.

Biggest Opportunity

Questions This Section Answers

• What specific placement change would move SoFi closer to the Roth IRA coverage leaders?
• Which AI surfaces should SoFi prioritize to improve recommendation coverage?

The single clearest opportunity is converting SoFi's positive framing into top-three placement inside the Best IRA Accounts and Top IRA Providers cluster. SoFi already has the strongest sentiment profile in the category and a 41.41% mention presence rate. What it lacks is the shortlist position that turns a favorable mention into a considered option.

The mechanics are specific. SoFi needs to appear in the top three in more than 30 of 640 qualified observations. The brands directly above it, Betterment at 6.25% and Robinhood at 11.25%, show that a top-three rate in the mid single digits is achievable without matching the leaders. Moving SoFi from 4.69% to the 6% to 8% range would place it alongside Betterment and begin closing the 21.56-point coverage gap.

The surfaces to prioritize are the ones where SoFi already has traction. Copilot and Perplexity are producing recommendation coverage above 60%. The gap is on ChatGPT, Gemini, AI Overviews, and AI Mode, where coverage ranges from 7.69% to 31.29%. Those four surfaces represent the largest available movement.

Competitive Landscape

Questions This Section Answers

• Where does SoFi sit among the ten tracked brands by top-three and rank-one rates?
• Which brands show that SoFi's low placement is not inevitable in Roth IRA answers?

Fidelity and Charles Schwab hold recommendation-stage strength in the Roth IRA category, with Vanguard and Robinhood forming a clear middle tier. SoFi sits in the lower tier by coverage but holds the strongest sentiment profile of any tracked brand.

Average recommended rank covers rank-eligible recommendations only.

SoFi ranks seventh by top-three rate and sits between Wealthfront and E*TRADE. Its rank-one rate of 1.41% matches Betterment's and trails Wealthfront's 2.66%, even though Wealthfront's overall coverage fell sharply over the same period. The table shows a brand with competitive framing and non-competitive placement: SoFi's sentiment score leads the category while its top-three rate sits in the bottom third.

Prompt Evidence

Questions This Section Answers

• Which prompt-surface combinations produced SoFi's strongest and weakest Roth IRA recommendation coverage?

Copilot / Best IRA Accounts and Top IRA Providers Prompt: "What is the best app to start investing on?" Result: SoFi recorded its strongest platform-level recommendation coverage on Copilot at 76.67%, with 69 valid recommendations across 90 observations.

ChatGPT / Best IRA Accounts and Top IRA Providers Prompt: "What is the best Roth IRA right now?" Result: SoFi appeared in only 7.69% of ChatGPT observations as a valid recommendation, with four valid recommendations across 52 observations.

Perplexity / Best IRA Accounts and Top IRA Providers Prompt: "What is the best Roth IRA to open?" Result: SoFi reached a 64.44% valid recommendation coverage on Perplexity, including four rank-one placements and a 4.44% rank-one rate.

AI Mode / Best IRA Accounts and Top IRA Providers Prompt: "Best IRA accounts" Result: SoFi recorded a 31.29% valid recommendation coverage across 163 AI Mode observations, with 51 valid recommendations and a 2.45% top-three rate.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map the specific prompts, surfaces, and competitor placements behind SoFi's 37.50% coverage, with particular attention to the ChatGPT, Gemini, AI Overviews, and AI Mode gaps.

Phase 2: Recommendation Readiness Plan Identify which owned pages and third-party sources are eligible to be retrieved for Roth IRA shortlist prompts, and prioritize the ones that support top-three placement rather than mention alone.

Phase 3: Owned Answer Layer Buildout Strengthen SoFi's owned content so that account selection, eligibility, and provider comparison questions are answered directly and in a form AI systems can extract into a shortlist.

Phase 4: Citation and Authority Layer Development Develop the public evidence layer, including third-party references, comparison coverage, and source pages, that AI systems appear to draw on when assembling Roth IRA recommendations.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track valid recommendation coverage, top-three rate, rank-one rate, and sentiment by platform each month to confirm whether placement is moving in line with the category leaders.

Why This Matters

SoFi's position in the Roth IRA category is not a visibility problem. The brand appears in 41.41% of qualified AI answers and carries the strongest sentiment profile of any tracked provider. The problem is that favorable mentions are not converting into shortlist placement. In a category where Fidelity earns the primary recommendation in nearly half of all qualified answers, a 4.69% top-three rate means SoFi is frequently described but rarely selected.

AI presence alone does not produce buyer consideration. What produces consideration is being named in the shortlist at the moment a buyer asks which provider to choose. SoFi's next move is targeted correction of the prompt, page, and citation layers that determine whether a favorable mention becomes a recommended option, with priority on the four surfaces where recommendation coverage currently sits below one third.

Core Metrics

Sentiment Score

Questions This Section Answers

• How is SoFi's net sentiment score calculated for the Roth IRA category?
• Why do raw mention counts misrepresent SoFi's standing in AI answers?

Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

For SoFi in September 2026: (252 × 1 + 13 × 0 + 0 × -1) / 265 = 0.9509.

This matters because unclassified mention counts are misleading. A brand mentioned 265 times could be described favorably, referenced neutrally, flagged with a caution, or used as a comparison anchor against a competitor. Those are not equivalent outcomes, and counting them as one number hides which is happening.

Share of voice is a diagnostic metric, not a business KPI. Knowing that SoFi appears in 41.41% of answers says nothing about whether those appearances help a buyer choose SoFi. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention all count as one mention in a raw total, and only one of them supports consideration.

Counting all mentions as wins is bad measurement. SoFi's zero negative mentions and 252 positive mentions are a genuine asset, but that asset only matters if it converts into shortlist placement. Classified sentiment is required before interpreting AI visibility, because it separates framing quality from recommendation strength. SoFi currently leads the category on the first and trails on the second.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of how AI and search surfaces present SoFi in the Roth IRA category. It is not a client result and does not attribute category outcomes to any remediation work.
2. The reporting month is September 2026, with July 2026 and August 2026 used as comparison points where the source data provides them.
3. Six AI and search surfaces were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. All six recorded at least one qualified observation in September 2026.
4. The September 2026 collection began with 800 prompt-surface observations and produced 640 qualified observations after relevance and qualification filters. August 2026 recorded 654 qualified observations and July 2026 recorded 697.
5. Ten brands were tracked: Betterment, Charles Schwab, E*TRADE, Fidelity, M1 Finance, Merrill Edge, Robinhood, SoFi, Vanguard, and Wealthfront.
6. One qualified buyer-intent cluster is represented in the public series: Best IRA Accounts and Top IRA Providers. The Pricing and Value and Multi-Brand Comparison clusters recorded zero qualified observations in both July and September 2026.
7. Stage 0 extraction retains the query, surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment and is not treated as proof that a source caused a recommendation.
8. A mention is counted when SoFi appears in a qualified observation, regardless of recommendation status. SoFi recorded 265 mentions in September 2026.
9. A valid recommendation is counted when SoFi appears in a valid recommendation shortlist within a qualified observation. SoFi recorded 240 valid recommendations in September 2026.
10. Top-three rate and rank-one rate are calculated against the 640 qualified observations, not against the 800 raw prompts collected. Average recommended rank covers rank-eligible recommendations only.
11. Unique question count for September 2026 was 577. The public series does not expose a per-brand unique prompt count.
12. Single-month movements should not be read as sustained trends without confirming data. SoFi's September 2026 coverage of 37.50% was up 1.2 points from July 2026, within normal month-to-month variation.

See Where AI Is Recommending Your Brand

The public benchmark shows where SoFi stands in Roth IRA recommendations. It does not show which prompts, competitors, or sources are producing those results. A company-level AI visibility audit maps the prompt, surface, competitor, placement, sentiment, and evidence-source patterns behind the category numbers into a prioritized plan.