Methodology · how we score

Three scores.
One edge.

Every stock we cover gets a Main Street Score built from what 500M consumers actually do, a Wall Street Score built from what analysts publish, and a LikeFolio Score that quantifies the gap between them. The wider the gap, the louder the signal.

525 STOCKS COVERED·15 YRS OF DATA·UPDATED DAILY · 9:15 ET
Main Street Score
What 500M consumers are doing — searches, purchases, social, app installs.
0/100
Wall Street Score
What analysts publish — ratings, EPS revisions, target prices.
0/100
01 · CONSUMER SIGNAL

Main Street Score

What 500M consumers do

Built from what people actually do.

Five behavioral streams ingested in real time. Every signal weighted by historical correlation to revenue surprise. Distilled, daily, to a single 0–100 score per stock.

What flows in

Behavioral signals only. No analyst opinion. No price action. What people search, buy, install, mention, and tell us — across 525 covered names.

Web search volume
Google Trends · 4.2B queries/mo
daily
¤
Purchase Intent Detection
500K+ brands · real time
real-time
Social mentions & sentiment
X · Reddit · TikTok · 38M posts
multi-platform
App-store installs
iOS + Android · 1,200 apps
weekly
Brand Affinity
Proprietary AI Model · frontier model
multi-model AI
MAIN STREET SCORE · TSLA
LIVE INGEST
search "tesla"+24%
app installs+11%
X mentions+1.4k
cart adds+8%
tiktok views+340k
brand affinity+6pt
reddit posts+88
survey intent72%
reviews+212
app rating4.7★
foot traffic+5.1%
newsletter opens+19%
YT mentions+44
wishlist adds+12%
returns−3%
repeat purchase+7%
session time+18s
WEIGHTSSearch 30 · Social 25 · Purchase 25 · App 12 · Survey 8
UPDATEDDaily 06:00 ET
LIVE READOUT
Main Street · TSLA
0/100
02 · ANALYST SIGNAL

Wall Street Score

What analysts publish

Built from what analysts say next.

Consensus ratings, EPS revisions, target-price changes, institutional flow, and options positioning. Aggregated, normalized, and scored on the same 0–100 scale — so the two are directly comparable.

What flows in

Published sell-side and buy-side activity. Ratings changes, model revisions, ownership moves. What the institutional consensus is — and how fast it's shifting.

Sell-side ratings
34 firms · 9,200 reports
daily
Σ
EPS estimate revisions
Consensus · 90-day delta
daily
Price target changes
All covering analysts
daily
Institutional flow (13F)
Quarterly · top 500 holders
quarterly
Options positioning skew
CBOE · 30/60/90-day
real-time
WALL STREET SCORE · TSLA
LIVE INGEST
GS · BUY$520
MS · OW$485
EPS Q4 revised+$0.04
JPM · HOLD$410
WFC · target ↑$460
consensus eps$3.42
13F · added+412k sh
IV 30d42%
BofA · UNDER$320
Citi · target ↓$380
guidance raise+5%
short interest2.1%
put/call ratio0.62
analyst dayQ4
rev. estimate$28.4B
PE forward62x
WEIGHTSRatings 28 · EPS rev 26 · Targets 20 · Flow 14 · Options 12
UPDATEDDaily 06:00 ET
LIVE READOUT
Wall Street · TSLA
0/100
03 · THE COMPOSITE

LikeFolio Score

Consumer momentum, gap-weighted

When consumers move years before analysts.

Eight years of Tesla, three lines on one chart. Main Street caught the EV inflection by 2018 — Wall Street took until late 2020 to acknowledge it. The gap was a key input to the score. The price chart is what the score bought you.

Main Street · TSLA
0
strong consumer-led signal · stable since 2020
Wall Street · TSLA
0
skeptical sell-side · 8-year average 41
TSLA · score vs. price · Apr ’18–Q2 ’26
Main Street ScoreWall Street ScoreTSLA price (split-adj.)
SCORE 0–100TSLA $20406080100$0$100$200$300$400’18’19’20’21’22’23’24’25’26GAP · +50 · Q3 ’19consumers in. analysts out.$439 · 23× since ’18start $18.90 · Apr ’18$35 · the lift-off
Apr 2018 entry
$10,000
2026 value
$232,180
Wall Street rating in Apr ’18
HOLD / SELL
04 · WHERE YOU SEE IT
Inside the platform

The three scores show up everywhere a stock does.

Every dossier, every screener row, every alert. One consistent language for “are consumers leaning in, are analysts catching up, and how wide is the gap right now?”

1STOCK DOSSIER

One stock, three scores, side-by-side.

Open any of 525 covered names. The scoreboard shows where consumers, analysts, and the composite all land — plus the 90-day delta on each.

T
Tesla
TSLA · EV & Robotics
Main St86
Wall St45
LikeFolio91
3SCORE-MOVE ALERTS

Get pinged on big moves in any of the three scores.

Watch any of the 525 stocks. When its Main Street, Wall Street, or LikeFolio Score makes a meaningful move, we email you the same hour.

SCORE MOVE · Just now
TSLA · Main Street Score climbed to 86 (+6 over 30 days). Consumer-search volume up 24% MoM; social mentions accelerating. LikeFolio Score now 91.
09:14 AM
2SCREENER · 525 STOCKS

Sort by LikeFolio Score to find the best plays.

Rank the full universe by LF Score, Main Street, or Wall Street. The highest-conviction names bubble to the top — stocks in an active playbook are flagged inline.

#TICKERNAMEMSWSLF
01TSLATesla864591
02HOODRobinhood844886
03COINCoinbase815283
04OKLOOklo794281
05NVDANvidia868278
06WMTWalmart746972
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