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Lattice AI

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uuid00qoj2i

Namestring
Lattice AI
Legal namestring
BOBA.I LLC
Websiteurl
trylattice.io
Company typeenum
Private
Founded yearint
2025
Descriptiontext

Lattice AI, doing business as Lattice and Lattice Finance, is a mobile-first, AI-powered financial research and portfolio intelligence platform built for retail investors. The company, legally organized as BOBA.I LLC and registered in Dublin, California, connects a user's brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, and E*Trade) via read-only integrations and runs a live intelligence layer that monitors SEC filings, congressional disclosures, insider activity, and real-time exchange data, surfacing only signals relevant to the user's specific holdings. The EULA explicitly disclaims broker-dealer or investment-adviser status, positioning the product as an educational research tool with cited, primary-source answers delivered through the Prism AI assistant.

The core product stack consists of the Lattice platform, the Prism conversational AI interface, and native iOS and Android applications distributed via the Apple App Store and Google Play, with a parallel web client at trylattice.io. Prism processes natural-language queries and combines knowledge retrieval, anomaly detection, and a portfolio-aware recommendation engine to produce cited responses. The product is offered in a free tier and a paid monthly/annual subscription, with advanced features such as unlimited AI queries, real-time alerts, detailed analytics, and advanced charting gated behind the paid tier; Stripe and the app-store billing systems handle payment processing.

The company is founder-operated, with a single company representative named "Ibrahim," employs 1–10 people, was founded in 2025, and discloses no institutional funding — consistent with a bootstrapped early-stage startup. End customers are individual retail investors ("trusted by thousands"), and the company is CCPA/CPRA-compliant with a privacy policy last updated May 14, 2026. The strategic posture is product-led growth: a freemium top-of-funnel into paid subscriptions, app-store distribution, and a brokerage-integration moat designed to reduce onboarding friction.

Short descriptiontext

Lattice AI (operating as Lattice, legal entity BOBA.I LLC) is an AI-powered, mobile-first financial research and portfolio intelligence platform for retail investors. It connects brokerage accounts, monitors SEC filings, insider and congressional trades, and delivers cited, portfolio-tailored insights via the Prism conversational AI assistant on a freemium-plus-subscription basis.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersSan Francisco, United States
HQ citystring
San Francisco
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
AI investment research, portfolio intelligence, retail investing tools, financial data analytics, conversational finance assistant
Industry1 code
1Financial Services Personalization (Banking, Investing, Insurance)
CodeHDAAAGAHPrimaryYes
NAICS code1 code
  • Portfolio Management and Investment Advice523940
SIC code1 code
  • Investment Advice6282
Product category
AI Investment Research
Social media profiles2 records
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model2 records
1Subscription Revenue
TypeSubscription Recurring
Description

The company offers both free and paid subscription tiers. Free tier provides basic portfolio tracking and limited AI queries. Paid subscriptions unlock advanced features including unlimited AI queries, real-time alerts, and detailed analytics. Subscriptions auto-renew monthly or annually depending on user selection.

trylattice.io
2Freemium Model
TypeFreemium
Description

Freemium model where users can start free and upgrade to paid tiers for advanced features. Free trial periods may be offered for new subscribers.

trylattice.io
Marketing channels3 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels3 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components1 value
Technology or R&D
Pricing details2 tiers
1Free tier with basic portfolio tracking
ModelFreemiumBilling cadenceOthers
Notes

Free tier provides basic portfolio tracking and limited AI queries. Users can connect brokerage accounts and receive basic market insights at no cost.

trylattice.io
2Paid subscription for advanced features
ModelSubscriptionBilling cadenceMonthly
Notes

Paid subscription unlocks advanced features including unlimited AI queries, detailed analytics, real-time alerts, and advanced charting. Exact pricing not publicly disclosed.

trylattice.io
GTM typeB2C
B2C
Offering typeSoftware
Software
Core offering1 text field

Lattice AI is an AI-powered financial research and portfolio intelligence platform for retail investors. Users connect brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, E*Trade) and the system monitors SEC filings, congressional disclosures, insider activity, and real-time exchange data, then delivers only portfolio-relevant insights through its Prism AI chat assistant and real-time alerts. The product is delivered as a mobile app (iOS and Android) and a self-serve web experience on a freemium subscription model.

Differentiator
Functional benefit
Problem solved
Product overview1 text field

Lattice (operated by BOBA.I LLC) is a unified, AI-powered financial research and portfolio intelligence platform for retail investors. The core product, Lattice, connects to user brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, E*Trade) and monitors SEC filings, congressional disclosures, insider activity, and real-time market data. The Prism AI assistant — Lattice's primary user-facing feature — is a natural language chat interface that answers portfolio-specific queries and surfaces only signals relevant to the user's holdings, with every answer cited from primary sources. Lattice is offered across iOS mobile apps and web, with both free and paid subscription tiers.

Product and service4 records
1Lattice
CategoryAI Investment Research Platform
Description

Core AI-powered financial research and portfolio intelligence platform for retail investors. Connects to brokerage accounts to monitor SEC filings, insider activity, congressional trades, and real-time market signals, delivering portfolio-relevant alerts via the Prism AI assistant across iOS, Android, and web.

2Prism
CategoryConversational AI Assistant
Description

AI chat assistant that serves as the primary user-facing intelligence layer within Lattice. Accepts natural language questions about stocks, portfolio holdings, and market events and returns cited, real-time analysis drawn from SEC filings, exchange data, congressional disclosures, and other primary sources.

3Lattice iOS App
CategoryMobile Application
Description

Native iOS mobile application delivering Lattice on iPhone and iPad, including Prism chat access, real-time portfolio alerts, and holdings tracking, available as free and paid subscription tiers on the Apple App Store.

4Lattice Android App
CategoryMobile Application
Description

Native Android mobile application delivering Lattice on Android devices, including Prism chat access, real-time portfolio alerts, and holdings tracking, available as free and paid subscription tiers on Google Play.

Scale indicator1 record

Each record includes

Type, Value, Description, Source

Partnership1 partner
Strategic tierCoreTypeTechnology or Integration
Description

Stripe is used as the payment processing provider for subscription billing. Payment transactions are processed by Stripe and Lattice does not store full payment instrument numbers or security codes. This is a standard merchant services integration for handling recurring subscription payments.

Recent move5 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeBroad incumbent
Description

Seeking Alpha is a large-scale investment research platform with premium subscriptions serving retail investors. Comparable as a subscription-driven retail research destination, though broader in content type (community, analysis, ratings).

TypeDirect peer
Description

Magnifi is an AI-powered investing assistant for retail investors that provides conversational search, market analysis, and portfolio insights. Directly comparable as a consumer-facing AI investment research product with similar PLG distribution.

TypeBroad incumbent
Description

Public is a retail brokerage with built-in research, portfolio analysis, and social/community features. Comparable retail investor audience and brokerage platform overlap.

TypeBroad incumbent
Description

AlphaSense is an enterprise AI market intelligence platform that ingests filings, transcripts, and broker research. Comparable AI-driven primary-source research technology, though positioned upmarket at enterprise rather than retail.

TypeBroad incumbent
Description

Robinhood is a retail brokerage with native portfolio tracking, news, and increasingly AI-driven research features. Comparable as both a brokerage integration partner and a direct competitor if it ships similar AI research capabilities in-app.

TypeDirect peer
Description

AInvest provides AI-driven stock screening, portfolio analysis, and real-time alerts for retail investors. Comparable as an AI-native mobile-first retail investing tool with similar feature scope.

TypeDirect peer
Description

TipRanks aggregates analyst ratings, insider transactions, and congressional trading data into research products for retail investors. Comparable primary-source data layer (insider/congressional trades) and retail audience overlap.

TypeBroad incumbent
Description

Yahoo Finance is the dominant free retail financial portal offering portfolio tracking, news, and research. Comparable as a destination for retail portfolio monitoring and market data, and a potential distribution/competitive threat.

TypeEmerging player
Description

Pluto is an AI-powered investing copilot focused on retail traders with conversational portfolio analysis and real-time market insights. Comparable AI-native retail investing assistant with a similar freemium-style positioning.

TypeDirect peer
Description

FinChat is an AI stock research platform aimed at retail and professional investors, offering conversational analysis of SEC filings, earnings, and financial data. Overlapping value proposition around AI-driven primary-source research for stocks.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat4 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers6 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment1 record

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile1 record

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

Integration6 records

Each record includes

Title, Type, Description, Source

AI capability6 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature4 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles1 record

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance2 records

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Lattice AI

AI Investment Researchtrylattice.io

Lattice AI (operating as Lattice, legal entity BOBA.I LLC) is an AI-powered, mobile-first financial research and portfolio intelligence platform for retail investors. It connects brokerage accounts, monitors SEC filings, insider and congressional trades, and delivers cited, portfolio-tailored insights via the Prism conversational AI assistant on a freemium-plus-subscription basis.

What Lattice AI does

Lattice AI, doing business as Lattice and Lattice Finance, is a mobile-first, AI-powered financial research and portfolio intelligence platform built for retail investors. The company, legally organized as BOBA.I LLC and registered in Dublin, California, connects a user's brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, and E*Trade) via read-only integrations and runs a live intelligence layer that monitors SEC filings, congressional disclosures, insider activity, and real-time exchange data, surfacing only signals relevant to the user's specific holdings. The EULA explicitly disclaims broker-dealer or investment-adviser status, positioning the product as an educational research tool with cited, primary-source answers delivered through the Prism AI assistant.

The core product stack consists of the Lattice platform, the Prism conversational AI interface, and native iOS and Android applications distributed via the Apple App Store and Google Play, with a parallel web client at trylattice.io. Prism processes natural-language queries and combines knowledge retrieval, anomaly detection, and a portfolio-aware recommendation engine to produce cited responses. The product is offered in a free tier and a paid monthly/annual subscription, with advanced features such as unlimited AI queries, real-time alerts, detailed analytics, and advanced charting gated behind the paid tier; Stripe and the app-store billing systems handle payment processing.

The company is founder-operated, with a single company representative named "Ibrahim," employs 1–10 people, was founded in 2025, and discloses no institutional funding — consistent with a bootstrapped early-stage startup. End customers are individual retail investors ("trusted by thousands"), and the company is CCPA/CPRA-compliant with a privacy policy last updated May 14, 2026. The strategic posture is product-led growth: a freemium top-of-funnel into paid subscriptions, app-store distribution, and a brokerage-integration moat designed to reduce onboarding friction.

Lattice AI firmographics

Firmographics
Name
Lattice AI
Legal name
BOBA.I LLC
Website
https://trylattice.io
Company type
Private
Founded year
2025
Operating status
Operating
Headcount range
1–10 employees
Short description
Lattice AI (operating as Lattice, legal entity BOBA.I LLC) is an AI-powered, mobile-first financial research and portfolio intelligence platform for retail investors. It connects brokerage accounts, monitors SEC filings, insider and congressional trades, and delivers cited, portfolio-tailored insights via the Prism conversational AI assistant on a freemium-plus-subscription basis.
Ownership category
akta.pro rank

Lattice AI industry classification

Industry
Product category
AI Investment Research
NAICS
Portfolio Management and Investment Advice (523940)
SIC
Investment Advice (6282)
akta.pro primary industry
Financial Services Personalization (Banking, Investing, Insurance) (HDAAAGAH)

Keywords

  • AI investment research
  • Portfolio intelligence
  • Retail investing tools
  • Financial data analytics
  • Conversational finance assistant

Where Lattice AI is headquartered

Location

Headquarters

HQ city
San Francisco
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Lattice AI business model

Business model
GTM type
B2C
Offering type
Software
Cost components
Technology or R&D

Revenue model

  1. Subscription Revenue: The company offers both free and paid subscription tiers. Free tier provides basic portfolio tracking and limited AI queries. Paid subscriptions unlock advanced features including unlimited AI queries, real-time alerts, and detailed analytics. Subscriptions auto-renew monthly or annually depending on user selection.
  2. Freemium Model: Freemium model where users can start free and upgrade to paid tiers for advanced features. Free trial periods may be offered for new subscribers.

Pricing tiers

ModelBillingPrice
FreemiumOthersFree tier with basic portfolio tracking
SubscriptionMonthlyPaid subscription for advanced features

Go-to-market motion1 record

Distribution channels3 records

Marketing channels3 records

Lattice AI product offering

Product offering

Core offering

Lattice AI is an AI-powered financial research and portfolio intelligence platform for retail investors. Users connect brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, E*Trade) and the system monitors SEC filings, congressional disclosures, insider activity, and real-time exchange data, then delivers only portfolio-relevant insights through its Prism AI chat assistant and real-time alerts. The product is delivered as a mobile app (iOS and Android) and a self-serve web experience on a freemium subscription model.

Product overview

Lattice (operated by BOBA.I LLC) is a unified, AI-powered financial research and portfolio intelligence platform for retail investors. The core product, Lattice, connects to user brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, E*Trade) and monitors SEC filings, congressional disclosures, insider activity, and real-time market data. The Prism AI assistant — Lattice's primary user-facing feature — is a natural language chat interface that answers portfolio-specific queries and surfaces only signals relevant to the user's holdings, with every answer cited from primary sources. Lattice is offered across iOS mobile apps and web, with both free and paid subscription tiers.

Differentiator

Problem solved

Functional benefit

Products and services

  • Lattice Core AI-powered financial research and portfolio intelligence platform for retail investors. Connects to brokerage accounts to monitor SEC filings, insider activity, congressional trades, and real-time market signals, delivering portfolio-relevant alerts via the Prism AI assistant across iOS, Android, and web.
  • Prism AI chat assistant that serves as the primary user-facing intelligence layer within Lattice. Accepts natural language questions about stocks, portfolio holdings, and market events and returns cited, real-time analysis drawn from SEC filings, exchange data, congressional disclosures, and other primary sources.
  • Lattice iOS App Native iOS mobile application delivering Lattice on iPhone and iPad, including Prism chat access, real-time portfolio alerts, and holdings tracking, available as free and paid subscription tiers on the Apple App Store.
  • Lattice Android App Native Android mobile application delivering Lattice on Android devices, including Prism chat access, real-time portfolio alerts, and holdings tracking, available as free and paid subscription tiers on Google Play.

Companies that use Lattice AI

Customer profile

Named customers6 records

Segments1 record

Ideal customer profiles1 record

Lattice AI technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Integration6 records

AI capability6 records

Feature4 records

Lattice AI partnerships and signals

Strategic signal

Partnerships

One partnership is on record.

  • StripecoreTechnology or IntegrationStripe is used as the payment processing provider for subscription billing. Payment transactions are processed by Stripe and Lattice does not store full payment instrument numbers or security codes. This is a standard merchant services integration for handling recurring subscription payments.

Scale indicators1 record

Recent moves5 records

Expansion highlights5 records

Lattice AI competitors and assessment

Company assessment

Broad incumbents

  • Seeking Alpha: Seeking Alpha is a large-scale investment research platform with premium subscriptions serving retail investors. Comparable as a subscription-driven retail research destination, though broader in content type (community, analysis, ratings).
  • Public: Public is a retail brokerage with built-in research, portfolio analysis, and social/community features. Comparable retail investor audience and brokerage platform overlap.
  • AlphaSense: AlphaSense is an enterprise AI market intelligence platform that ingests filings, transcripts, and broker research. Comparable AI-driven primary-source research technology, though positioned upmarket at enterprise rather than retail.
  • Robinhood: Robinhood is a retail brokerage with native portfolio tracking, news, and increasingly AI-driven research features. Comparable as both a brokerage integration partner and a direct competitor if it ships similar AI research capabilities in-app.
  • Yahoo Finance: Yahoo Finance is the dominant free retail financial portal offering portfolio tracking, news, and research. Comparable as a destination for retail portfolio monitoring and market data, and a potential distribution/competitive threat.

Direct peers

  • Magnifi: Magnifi is an AI-powered investing assistant for retail investors that provides conversational search, market analysis, and portfolio insights. Directly comparable as a consumer-facing AI investment research product with similar PLG distribution.
  • AInvest: AInvest provides AI-driven stock screening, portfolio analysis, and real-time alerts for retail investors. Comparable as an AI-native mobile-first retail investing tool with similar feature scope.
  • TipRanks: TipRanks aggregates analyst ratings, insider transactions, and congressional trading data into research products for retail investors. Comparable primary-source data layer (insider/congressional trades) and retail audience overlap.
  • FinChat: FinChat is an AI stock research platform aimed at retail and professional investors, offering conversational analysis of SEC filings, earnings, and financial data. Overlapping value proposition around AI-driven primary-source research for stocks.

Emerging players

  • Pluto (pluto.fi): Pluto is an AI-powered investing copilot focused on retail traders with conversational portfolio analysis and real-time market insights. Comparable AI-native retail investing assistant with a similar freemium-style positioning.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

Lattice AI social profiles

Digital presence

Lattice AI compliance and trust

Trust signal

Compliance2 records

Lattice AI financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Lattice AI leadership team

Management profile

Number of profiles

Profiles1 record

Lattice AI funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Lattice AI M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Lattice AI

What does Lattice AI do?

Lattice AI is an AI-powered financial research and portfolio intelligence platform for retail investors. Users connect brokerage accounts (Robinhood, Public, Fidelity, Webull, Kraken, E*Trade) and the system monitors SEC filings, congressional disclosures, insider activity, and real-time exchange data, then delivers only portfolio-relevant insights through its Prism AI chat assistant and real-time alerts. The product is delivered as a mobile app (iOS and Android) and a self-serve web experience on a freemium subscription model.

Is Lattice AI a public or private company?

Lattice AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.

When was Lattice AI founded?

Lattice AI was founded in 2025. It employs 1 to 10 people.

Where is Lattice AI based?

Lattice AI is headquartered in San Francisco, United States, in the North America region.

How does Lattice AI make money?

Two revenue lines are on record. Subscription Revenue is the primary driver. The others are freemium Model.

Who are Lattice AI's main competitors?

Broad incumbents on record are Seeking Alpha, Public, AlphaSense, Robinhood and Yahoo Finance. Direct peers are Magnifi, AInvest, TipRanks and FinChat. Pluto (pluto.fi) is listed as an emerging player.

Does Lattice AI have an API?

No public API is recorded for Lattice AI.

What industry is Lattice AI in?

Lattice AI's product category is AI Investment Research. Its primary akta.pro industry code is HDAAAGAH, Financial Services Personalization (Banking, Investing, Insurance). Its NAICS code is 523940 and its SIC code is 6282.

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