FLO AI Visibility Market Strategy Report - EV Charging Networks

Answer Capsule

FLO holds a small but positive position in AI-generated EV charging recommendations for October 2026, with 2.75% valid recommendation coverage across 509 qualified observations. The brand converts mentions into recommendations at a higher rate than most of the field, but its overall presence remains thin at 4.13% raw mention presence. FLO's clearest win is the strongest net sentiment score in the category at 0.7143, and its clearest weakness is that it is absent from ChatGPT and Perplexity entirely. The biggest opportunity is converting its positive framing into broader recommendation coverage in the Brand Recommendation cluster where the category's buying decisions are forming.

Who This Report Is For

This report is for FLO's marketing, product, and channel strategy teams, and for category analysts tracking how AI systems recommend EV charging networks at the consideration stage.

Report Card

Executive Summary

Questions This Section Answers

• Where does FLO rank in AI-generated EV charging recommendations compared with EVgo and Electrify America?
• Why does FLO's high sentiment score not translate into stronger recommendation coverage?
• Which platforms are responsible for FLO's entire recommendation footprint?

FLO enters October 2026 with a valid recommendation coverage of 2.75%, placing it fifth in a category where the leader, EVgo, holds 9.82%. The gap between FLO and the category leader is 7.07 percentage points, and the gap to the second-place brand, Electrify America at 7.27%, is 4.52 points. FLO is present in the recommendation conversation but is not yet a default shortlist name.

The brand's raw mention presence rate is 4.13%, meaning FLO appears in roughly 21 of the 509 qualified observations. Of those mentions, 15 are classified positive, 6 neutral, and zero negative. That zero-negative profile is notable in a category where EVgo, Electrify America, and Blink Charging each carry negative mentions.

FLO's strongest signal is its net sentiment score of 0.7143, the highest in the tracked set. This means that when AI systems do surface FLO, they frame it positively. The brand is not being described cautiously or as a comparison anchor. It is being described as a viable option.

The weakest signal is platform coverage. FLO has zero mentions on ChatGPT and zero mentions on Perplexity. Those two platforms account for 59 and 53 qualified observations respectively in the October run. FLO's entire recommendation footprint sits on Gemini, Copilot, Google AI Overviews, and Google AI Mode.

FLO's strongest platform by recommendation behavior is Google AI Overviews, where it holds a 5.26% valid recommendation coverage rate and a 5.26% top-three rate across 133 observations. Its strongest cluster is the Brand Recommendation cluster, which is the only cluster with qualified data this month.

The clearest gap is scale. FLO's average recommended rank of 3.86 is competitive, and its rank-one rate of 0.20% shows it can reach the top position. But the brand is not being recommended often enough to build a durable shortlist presence. The category's recommendation-shaped answer share rose to 26.7% in October, and the valid recommendation shortlist share rose to 35.8%, meaning AI systems are recommending more brands per answer. FLO is not yet capturing its share of that expanded shortlist.

What FLO Is Winning

Questions This Section Answers

• Which AI recommendation metrics does FLO actually lead in the EV Charging Networks category?
• Where has FLO achieved rank-one or top-three recommendation positions?

FLO holds the highest net sentiment score in the EV Charging Networks category at 0.7143. No other tracked brand exceeds 0.3846. This means AI systems frame FLO more positively than any competitor when they do mention it.

The brand carries zero negative mentions across 509 qualified observations. EVgo recorded 4 negative mentions, Electrify America recorded 4, Blink Charging recorded 5, and Shell Recharge recorded 1. FLO's framing is clean.

FLO holds a rank-one recommendation on Gemini, with a 1.23% rank-one rate on that platform. This is a narrow but meaningful signal that FLO can reach the first recommendation position when Gemini addresses home charging prompts.

FLO's Google AI Overviews performance is its strongest platform result. The brand holds a 5.26% valid recommendation coverage rate and a 5.26% top-three rate on that surface, with 7 valid recommendations across 133 observations. This is the platform where FLO's recommendation conversion is most efficient.

Where FLO Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Which platforms and competitors explain FLO's coverage gap in AI EV charging recommendations?
• Why is FLO's top-three recommendation rate so far behind EVgo and Electrify America?

FLO is absent from ChatGPT and Perplexity. ChatGPT accounts for 59 qualified observations in October, and Perplexity accounts for 53. FLO has zero mentions, zero recommendations, and zero presence on both. This is not a ranking problem. It is a coverage problem.

The brand's overall valid recommendation coverage of 2.75% places it behind EVgo (9.82%), Electrify America (7.27%), and Blink Charging (5.30%). FLO is ahead of Ionna (2.95%) by a narrow margin, but Ionna carries a higher net sentiment score relative to its smaller presence and is gaining recommendation credit on ChatGPT, where FLO is absent.

FLO's top-three rate of 1.38% is less than one-fifth of EVgo's 7.07% and roughly one-quarter of Electrify America's 5.11%. The brand reaches the top three in 7 of 509 observations. EVgo reaches the top three in 36.

The category's recommendation shortlist share rose from 25.2% in July 2026 to 35.8% in October 2026, meaning AI systems are including more brands per recommendation answer. FLO is not capturing proportional share of that expansion. The brand's valid recommendation count of 14 is unchanged in relative terms against a field where Electrify America holds 37 and EVgo holds 50.

FLO's average recommended rank of 3.86 is competitive but not leading. Electrify America holds 2.97, EVgo holds 2.98, and Blink Charging holds 3.59. When FLO is recommended, it typically appears third or fourth rather than first or second.

Biggest Opportunity

Questions This Section Answers

• Which platforms offer FLO the clearest path from positive framing to recommendation inclusion?
• Which home charging prompts are already generating recommendation-shaped answers for EV brands?

FLO's clearest path from reference to recommendation is expanding its presence on ChatGPT and Perplexity. These two platforms account for 112 qualified observations combined, and FLO has zero footprint on either. The brand's positive sentiment profile and zero-negative framing make it a natural candidate for recommendation inclusion once it appears in the retrieval and synthesis layer those platforms draw from.

The specific opportunity is the Brand Recommendation cluster, which is the only cluster with qualified data in October. Within that cluster, prompts such as "What is the best charging station for home use?" and "What is the best EV car charger to buy?" are generating recommendation-shaped answers. FLO is being recommended in a small share of those answers. The brand's positive framing suggests that when it is retrieved, it performs well. The gap is retrieval, not positioning.

Competitive Landscape

Questions This Section Answers

• How do FLO's top-three rate, rank-one rate, and average recommended rank compare with EVgo, Electrify America, and Blink Charging?
• Why does FLO have the highest sentiment score but a lower top-three rate than its closest competitors?

EVgo and Electrify America hold the strongest recommendation-stage positions in the EV Charging Networks category, with Blink Charging as the clearest challenger. FLO sits in the middle of the active field, ahead of Ionna and EV Connect but behind the top three.

Average recommended rank covers rank-eligible recommendations only.

FLO's top-three rate of 1.38% places it fourth in the active field, behind EVgo, Electrify America, and Blink Charging. Its rank-one rate of 0.20% is tied with Electrify America and Blink Charging. Its average recommended rank of 3.86 is fourth-best among brands with rank-eligible recommendations. The brand's sentiment score of 0.7143 is the highest in the table by a wide margin.

Prompt Evidence

Questions This Section Answers

• Which specific prompts produced rank-one recommendations for FLO, and which produced none?
• Where did FLO appear positively versus where was it absent across ChatGPT, Perplexity, Gemini, and Google AI Overviews?

Gemini / Brand Recommendation Prompt: "What is the best charging station for home use?" Result: FLO received a rank-one recommendation on Gemini, one of only five rank-one recommendations the brand earned across all platforms.

ChatGPT / Brand Recommendation Prompt: "What is the best EV car charger to buy?" Result: FLO was not mentioned. Electrify America and EVgo dominated the response, with Blink Charging also appearing.

Google AI Overviews / Brand Recommendation Prompt: "What is the best home car charger to buy?" Result: FLO appeared in the recommendation set with positive framing, contributing to its 5.26% valid recommendation coverage on this platform.

Perplexity / Brand Recommendation Prompt: "What is the cheapest charging station?" Result: FLO was not mentioned. The response surfaced EVgo, Electrify America, and Blink Charging.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map every prompt where FLO is mentioned, recommended, or absent across all six tracked platforms, with priority on ChatGPT and Perplexity where the brand currently has zero footprint.

Phase 2: Recommendation Readiness Plan Identify the specific prompt types and answer structures where FLO's positive framing can be converted into recommendation inclusion, focusing on the Brand Recommendation cluster.

Phase 3: Owned Answer Layer Buildout Strengthen FLO's owned pages and product documentation so that AI systems retrieving home charging information encounter clear, structured, recommendation-ready content.

Phase 4: Citation / Authority Layer Development Build the third-party source footprint that AI systems cite when forming EV charging recommendations, including review sites, editorial coverage, and comparison pages where FLO is currently underrepresented.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track FLO's recommendation coverage, top-three rate, and rank-one rate month over month, with platform-level breakdowns to measure progress on ChatGPT and Perplexity specifically.

Why This Matters

AI systems are now forming the buyer shortlist for EV charging networks. In October 2026, 35.8% of qualified observations produced a valid recommendation shortlist, up from 25.2% in July 2026. That means more than one in three AI answers about EV charging is naming specific brands as recommended options. Brands that are not in those answers are not in the consideration set.

FLO's positive sentiment and zero-negative framing are real assets. But sentiment without coverage does not build a shortlist presence. The brand is being described well when it appears, and it is not appearing often enough. The next move is targeted expansion of the prompt, page, and citation layers that determine whether FLO is retrieved and recommended in the first place.

Core Metrics

Sentiment Score

Questions This Section Answers

• How is FLO's net sentiment score calculated, and why does it exceed every tracked competitor?
• Why is a high sentiment score without broad recommendation coverage not enough to build shortlist presence?

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

For FLO in October 2026: (15 × 1 + 6 × 0 + 0 × -1) / 21 = 0.7143

This score matters because unclassified mention counts are misleading. A brand that appears in 100 answers but is described cautiously, as a comparison anchor, or as a secondary option is not in the same position as a brand that appears in 21 answers and is described positively each time. FLO's 0.7143 score means that when AI systems mention the brand, they frame it as a viable, positive option.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, because it separates brands that are being recommended from brands that are merely being listed.

FLO's zero negative mentions and high positive ratio indicate that the brand's public evidence layer is supporting positive framing. The challenge is not framing quality. It is framing frequency.

Sentiment by Platform

Questions This Section Answers

• Which platforms show the strongest positive sentiment for FLO, and where is the sample too small to draw conclusions?
• What does FLO's zero presence on ChatGPT and Perplexity mean for its platform-level sentiment profile?

Methodology

1. This report is a benchmark-based AI market strategy analysis for FLO in the EV Charging Networks category, derived from the LLM Authority Index October 2026 measurement and supporting metrics aggregation.
2. The reporting window is October 2026, with baseline comparisons to July 2026 where available.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
4. The October run began with 800 prompt-surface observations and 603 unique questions. After qualification, 509 observations formed the public denominator for all brand-level percentages.
5. The competitor universe includes ten tracked brand names: FLO, EVgo, Electrify America, Blink Charging, Ionna, EV Connect, Shell Recharge, Francis Energy, ChargePoint Home (ChargePoint Holdings), and Tesla Wall Connector (Tesla, Inc.).
6. One buyer-intent cluster qualified for measurement: Brand Recommendation (C01). The Pricing & Value and Multi-Brand Comparison clusters recorded zero qualified observations.
7. Stage 0 extraction retained the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and where exposed, citations or attributable evidence sources.
8. A mention is counted when a tracked brand name appears in a qualified AI response, regardless of recommendation status.
9. A valid recommendation is counted when the brand receives explicit recommendation credit with a rank position of 1 through 10.
10. Average recommended rank covers rank-eligible recommendations only. Brands with no rank-eligible recommendations are marked N/A.
11. FLO's platform-level metrics are drawn from the metrics aggregation file. Platform observation counts vary: Google AI Mode (142), Google AI Overviews (133), Gemini (81), ChatGPT (59), Perplexity (53), Copilot (41).
12. Limitations: The public benchmark measures brand recommendation discovery only. It does not measure pricing, value, or head-to-head comparison prompts. Small observation counts on some platforms mean percentage movements should be read with the underlying counts beside them. Source presence is evidence about the information environment, not proof that the source caused the recommendation.

See How AI Is Recommending Your Brand

The public benchmark shows where FLO stands in AI-generated EV charging recommendations. A company-level AI visibility audit maps the specific prompts, platforms, competitors, and evidence sources shaping those recommendations, and identifies what would move FLO from a positive mention to a default shortlist name.