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Guthrie AI

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uuid00pzxmr

Namestring
Guthrie AI
Legal namestring
Guthrie AI
Websiteurl
guthrieai.com
Company typeenum
Private
Founded yearint
2023
Descriptiontext

Guthrie AI is a Philadelphia-based, privately held company founded in 2023 that builds AI-powered Virtual Bid Assistants (VBAs) for the construction and glazing industry. Its core product, marketed under the Bid Assist brand, automates the organization of RFP information, the management of Requests for Information (RFIs), and the generation of proposal documents for estimators and bidding teams. The company positions its value around enabling estimators to focus on scope reviews and customer relationships rather than administrative bid-preparation work, and reports claimed outcomes of 100% RFI deadline compliance, 35% higher bid values, and 15% gross margin improvement for customers.

The platform is structured as a subscription SaaS bundle that pairs AI capability with a human Bid Coordinator. The Core Package provides one VBA plus one Bid Coordinator at $4,125 per month, with additional VBA seats priced at $3,150 per month and optional "Boots on the Ground" implementation services at $2,485 per month. The AI layer is text-based, applying natural language processing to RFP and RFI content and process automation to scheduling, deadline tracking, and proposal assembly. There is no public API, no SDK, no disclosed proprietary model, and no patents; the tool integrates with Outlook for meeting bookings. The firm has 1-10 employees and is a member of the National Glass Association.

Guthrie AI operates a sales-led go-to-market motion targeting SMB and mid-market construction contractors in the glass, glazing, and related trades. Primary distribution is direct sales through the company website and an Outlook-linked "Book a demo" call-to-action, supplemented by an interactive ROI calculator and three named customer testimonials. The website displays 16 unnamed client logos, all SMB construction or glazing firms. The company is reported to have received a $150,000 investment from Flybridge in March 2026, with no other funding rounds, investor roster, management team disclosures, M&A activity, or partnerships disclosed in available data.

Short descriptiontext

Guthrie AI builds AI-powered Virtual Bid Assistants for construction and glazing contractors, automating RFP organization, RFI management, and proposal generation. The Philadelphia-based company sells a subscription SaaS bundle combining AI with human Bid Coordinator support to SMB and mid-market contractors.

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

Serves global market

Keyword5 values
construction bid management, RFP automation software, preconstruction estimating, glazing industry software, construction AI assistants
Industry3 codes
1AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI)
CodeHDAEANAIPrimaryYes
2AI/ML Engineering & Model Development Services
CodeBPAEAHAFPrimaryNo
3iPaaS & Workflow Automation
CodeBPAMAOABPrimaryNo
NAICS code1 code
  • Computer Systems Design and Related Services54151
SIC code1 code
  • Services-Computer Integrated Systems Design7373
Product category
Construction Estimating Software
Social media profiles1 record
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model1 record
1Virtual Bid Assistant Subscriptions
TypeSubscription Recurring
Description

Monthly subscription-based SaaS model offering VBA seats bundled with Bid Coordinator support. Core package includes 1 VBA and 1 Bid Coordinator at $4,125/month. Additional VBA seats available as add-ons at $3,150/month each. Professional implementation services offered as separate weekly retainer at $2,485/month.

guthrieai.com
Marketing channels3 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

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

Cost components4 values
Personnel, Technology or R&D, Operations, Marketing or Sales
Pricing details1 tier
1Core Package - 1 VBA + 1 Bid Coordinator
ModelSubscriptionBilling cadenceMonthly
Notes

$4,125/month includes 1 Virtual Bid Assistant and 1 Bid Coordinator. Add-on: Additional VBA at $3,150/month. Add-on: Weekly 'Boots on the Ground' Implementation at $2,485/month.

guthrieai.com
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 of 2 records shown
1Bid Assist
Description

AI-powered virtual bid assistant service for managing RFPs, RFIs, and proposals in the construction industry

guthrieai.com
+1 more record
Core offering1 text field

Guthrie AI provides AI-powered Virtual Bid Assistants (VBAs) that organize RFP information, manage RFIs, and generate proposals for construction industry estimators, primarily serving glass, glazing, and trade contractors. The service is bundled with human Bid Coordinator support and is sold as a monthly SaaS subscription with optional implementation services, helping contractors meet bid deadlines and win more profitable work.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 4 values shown
  • 100% of RFI deadlines met
+3 more records
Product overview1 text field

Guthrie AI offers a unified Bid Assist platform centered on AI-powered Virtual Bid Assistants (VBAs). The Core Package ($4,125/month) provides 1 VBA plus 1 Bid Coordinator. Additional VBAs are available as add-ons ($3,150/month each). The platform also offers optional Weekly 'Boots on the Ground' Implementation support ($2,485/month). The VBAs serve as digital assistants that automate the RFP/RFI management process, helping contractors meet deadlines and increase bid value by 35% and gross margins by 15%.

Product and service3 records
1Virtual Bid Assistant (VBA) Core Package
CategoryConstruction Estimating Software
Description

AI-powered virtual bid assistant that organizes RFP information, manages RFIs, and generates proposals for construction industry estimators, particularly in glass and glazing trades. The Core Package includes one VBA seat plus one human Bid Coordinator for $4,125 per month.

2Additional Virtual Bid Assistant Add-On
CategoryConstruction Estimating Software
Description

Additional Virtual Bid Assistant seat sold as an add-on to the Core Package at $3,150 per month for construction contractors needing additional bid automation capacity.

3Weekly 'Boots on the Ground' Implementation
CategoryProfessional Services
Description

Weekly professional implementation support retainer sold as an add-on at $2,485 per month, providing hands-on setup and onboarding for construction contractors adopting the VBA platform.

Recent move5 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight4 records

Each record includes

Type, Description

Peers10 records
TypeBroad incumbent
Description

Largest vertical SaaS for construction, spanning preconstruction, project execution, and financial workflows. The dominant incumbent in the contractor software stack, with bid management under BuildingConnected.

TypeDirect peer
Description

AI-driven construction takeoff and estimating tool used by estimators to speed up bid preparation. Overlaps with Guthrie on the AI-for-bid-preparation thesis in the construction SMB market.

TypeDirect peer
Description

Bid management and pipeline tracking software for specialty trade contractors. Direct overlap with Guthrie on the bid/RFP workflow for specialty contractors like glazing, mechanical, and electrical trades.

TypeEmerging player
Description

Construction management and estimating software for SMB contractors. Comparable in target buyer (small/mid-market contractors) and includes estimating functionality that overlaps with Guthrie's bid prep focus.

TypeBroad incumbent
Description

Long-standing construction bid marketplace and preconstruction platform. Comparable in serving the bid-discovery and preconstruction workflow, though it is a much broader incumbent with deep data assets.

TypeEmerging player
Description

AI agent platform for business process automation, with construction among target verticals. Adjacent competitor via general-purpose AI agents that could be configured for RFP/bid workflows.

TypeDirect peer
Description

AI-powered construction estimating and take-off platform. Directly comparable as an AI SaaS targeting the same estimator/bidder workflow in the construction vertical, though it focuses more on the takeoff phase.

TypeBroad incumbent
Description

Suite of construction tools covering preconstruction, bidding, and project management. Represents the broad incumbent risk to niche AI bidding tools, as Autodesk has the distribution and data to add similar capabilities.

TypeDirect peer
Description

Construction bid management SaaS for general contractors and subcontractors. Closely comparable in workflow (RFPs, invitations, bid management) and target customer profile to Guthrie's VBA offering.

TypeBroad incumbent
Description

Bid management network acquired by Procore, serving general contractors and subcontractors. Competes with Guthrie on the bid management workflow but is embedded in a much broader construction platform.

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 risks7 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers15 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

AI capability3 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature1 record

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds2 records

Each record includes

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

Investors2 records

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 →

Guthrie AI

Construction Estimating Softwareguthrieai.com

Guthrie AI builds AI-powered Virtual Bid Assistants for construction and glazing contractors, automating RFP organization, RFI management, and proposal generation. The Philadelphia-based company sells a subscription SaaS bundle combining AI with human Bid Coordinator support to SMB and mid-market contractors.

What Guthrie AI does

Guthrie AI is a Philadelphia-based, privately held company founded in 2023 that builds AI-powered Virtual Bid Assistants (VBAs) for the construction and glazing industry. Its core product, marketed under the Bid Assist brand, automates the organization of RFP information, the management of Requests for Information (RFIs), and the generation of proposal documents for estimators and bidding teams. The company positions its value around enabling estimators to focus on scope reviews and customer relationships rather than administrative bid-preparation work, and reports claimed outcomes of 100% RFI deadline compliance, 35% higher bid values, and 15% gross margin improvement for customers.

The platform is structured as a subscription SaaS bundle that pairs AI capability with a human Bid Coordinator. The Core Package provides one VBA plus one Bid Coordinator at $4,125 per month, with additional VBA seats priced at $3,150 per month and optional "Boots on the Ground" implementation services at $2,485 per month. The AI layer is text-based, applying natural language processing to RFP and RFI content and process automation to scheduling, deadline tracking, and proposal assembly. There is no public API, no SDK, no disclosed proprietary model, and no patents; the tool integrates with Outlook for meeting bookings. The firm has 1-10 employees and is a member of the National Glass Association.

Guthrie AI operates a sales-led go-to-market motion targeting SMB and mid-market construction contractors in the glass, glazing, and related trades. Primary distribution is direct sales through the company website and an Outlook-linked "Book a demo" call-to-action, supplemented by an interactive ROI calculator and three named customer testimonials. The website displays 16 unnamed client logos, all SMB construction or glazing firms. The company is reported to have received a $150,000 investment from Flybridge in March 2026, with no other funding rounds, investor roster, management team disclosures, M&A activity, or partnerships disclosed in available data.

Guthrie AI firmographics

Firmographics
Name
Guthrie AI
Legal name
Guthrie AI
Website
https://guthrieai.com
Company type
Private
Founded year
2023
Operating status
Operating
Headcount range
1–10 employees
Short description
Guthrie AI builds AI-powered Virtual Bid Assistants for construction and glazing contractors, automating RFP organization, RFI management, and proposal generation. The Philadelphia-based company sells a subscription SaaS bundle combining AI with human Bid Coordinator support to SMB and mid-market contractors.
Ownership category
akta.pro rank

Guthrie AI industry classification

Industry
Product category
Construction Estimating Software
NAICS
Computer Systems Design and Related Services (54151)
SIC
Services-Computer Integrated Systems Design (7373)
akta.pro primary industry
AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI)
akta.pro secondary industries
AI/ML Engineering & Model Development Services (BPAEAHAF), iPaaS & Workflow Automation (BPAMAOAB)

Keywords

  • Construction bid management
  • RFP automation software
  • Preconstruction estimating
  • Glazing industry software
  • Construction AI assistants

Where Guthrie AI is headquartered

Location

Headquarters

HQ city
Philadelphia
HQ country
United States
HQ region
North America

Markets served

Guthrie AI business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Personnel, Technology or R&D, Operations, Marketing or Sales

Revenue model

  1. Virtual Bid Assistant Subscriptions: Monthly subscription-based SaaS model offering VBA seats bundled with Bid Coordinator support. Core package includes 1 VBA and 1 Bid Coordinator at $4,125/month. Additional VBA seats available as add-ons at $3,150/month each. Professional implementation services offered as separate weekly retainer at $2,485/month.

Pricing tiers

ModelBillingPrice
SubscriptionMonthlyCore Package - 1 VBA + 1 Bid Coordinator

Go-to-market motion1 record

Distribution channels1 record

Marketing channels3 records

Guthrie AI product offering

Product offering

Core offering

Guthrie AI provides AI-powered Virtual Bid Assistants (VBAs) that organize RFP information, manage RFIs, and generate proposals for construction industry estimators, primarily serving glass, glazing, and trade contractors. The service is bundled with human Bid Coordinator support and is sold as a monthly SaaS subscription with optional implementation services, helping contractors meet bid deadlines and win more profitable work.

Product overview

Guthrie AI offers a unified Bid Assist platform centered on AI-powered Virtual Bid Assistants (VBAs). The Core Package ($4,125/month) provides 1 VBA plus 1 Bid Coordinator. Additional VBAs are available as add-ons ($3,150/month each). The platform also offers optional Weekly 'Boots on the Ground' Implementation support ($2,485/month). The VBAs serve as digital assistants that automate the RFP/RFI management process, helping contractors meet deadlines and increase bid value by 35% and gross margins by 15%.

Differentiator

Problem solved

Functional benefit

Brands

  • Bid Assist: AI-powered virtual bid assistant service for managing RFPs, RFIs, and proposals in the construction industry
  • Virtual Bid Assistants (VBA)

Products and services

  • Virtual Bid Assistant (VBA) Core Package AI-powered virtual bid assistant that organizes RFP information, manages RFIs, and generates proposals for construction industry estimators, particularly in glass and glazing trades. The Core Package includes one VBA seat plus one human Bid Coordinator for $4,125 per month.
  • Additional Virtual Bid Assistant Add-On Additional Virtual Bid Assistant seat sold as an add-on to the Core Package at $3,150 per month for construction contractors needing additional bid automation capacity.
  • Weekly 'Boots on the Ground' Implementation Weekly professional implementation support retainer sold as an add-on at $2,485 per month, providing hands-on setup and onboarding for construction contractors adopting the VBA platform.

Quantifiable outcome

  • 100% of RFI deadlines met
  • +3 more outcomes

Companies that use Guthrie AI

Customer profile

Named customers15 records

Segments1 record

Ideal customer profiles1 record

Guthrie AI technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

AI capability3 records

Feature1 record

Guthrie AI partnerships and signals

Strategic signal

Recent moves5 records

Expansion highlights4 records

Guthrie AI competitors and assessment

Company assessment

Broad incumbents

  • Procore Technologies: Largest vertical SaaS for construction, spanning preconstruction, project execution, and financial workflows. The dominant incumbent in the contractor software stack, with bid management under BuildingConnected.
  • ConstructConnect: Long-standing construction bid marketplace and preconstruction platform. Comparable in serving the bid-discovery and preconstruction workflow, though it is a much broader incumbent with deep data assets.
  • Autodesk Construction Cloud: Suite of construction tools covering preconstruction, bidding, and project management. Represents the broad incumbent risk to niche AI bidding tools, as Autodesk has the distribution and data to add similar capabilities.
  • BuildingConnected (Procore): Bid management network acquired by Procore, serving general contractors and subcontractors. Competes with Guthrie on the bid management workflow but is embedded in a much broader construction platform.

Direct peers

  • Kreo Software: AI-driven construction takeoff and estimating tool used by estimators to speed up bid preparation. Overlaps with Guthrie on the AI-for-bid-preparation thesis in the construction SMB market.
  • PipelineSuite: Bid management and pipeline tracking software for specialty trade contractors. Direct overlap with Guthrie on the bid/RFP workflow for specialty contractors like glazing, mechanical, and electrical trades.
  • Togal.AI: AI-powered construction estimating and take-off platform. Directly comparable as an AI SaaS targeting the same estimator/bidder workflow in the construction vertical, though it focuses more on the takeoff phase.
  • SmartBid: Construction bid management SaaS for general contractors and subcontractors. Closely comparable in workflow (RFPs, invitations, bid management) and target customer profile to Guthrie's VBA offering.

Emerging players

  • JobTread: Construction management and estimating software for SMB contractors. Comparable in target buyer (small/mid-market contractors) and includes estimating functionality that overlaps with Guthrie's bid prep focus.
  • Beam AI: AI agent platform for business process automation, with construction among target verticals. Adjacent competitor via general-purpose AI agents that could be configured for RFP/bid workflows.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks7 records

Key highlights7 records

Customer concentration

Guthrie AI social profiles

Digital presence

Guthrie AI financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Guthrie AI leadership team

Management profile

Number of profiles

Guthrie AI funding detail

Funding detail

Funding overview

Funding rounds2 records

Investors2 records

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

Guthrie 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 Guthrie AI

What does Guthrie AI do?

Guthrie AI provides AI-powered Virtual Bid Assistants (VBAs) that organize RFP information, manage RFIs, and generate proposals for construction industry estimators, primarily serving glass, glazing, and trade contractors. The service is bundled with human Bid Coordinator support and is sold as a monthly SaaS subscription with optional implementation services, helping contractors meet bid deadlines and win more profitable work.

Is Guthrie AI a public or private company?

Guthrie AI is a private company. It is classified as venture growth investor backed and is currently operating.

When was Guthrie AI founded?

Guthrie AI was founded in 2023. It employs 1 to 10 people.

Where is Guthrie AI based?

Guthrie AI is headquartered in Philadelphia, United States, in the North America region.

How does Guthrie AI make money?

One revenue line is on record: virtual Bid Assistant Subscriptions.

Who are Guthrie AI's main competitors?

Broad incumbents on record are Procore Technologies, ConstructConnect, Autodesk Construction Cloud and BuildingConnected (Procore). Direct peers are Kreo Software, PipelineSuite, Togal.AI and SmartBid. Emerging players are JobTread and Beam AI.

Does Guthrie AI have an API?

No public API is recorded for Guthrie AI.

What industry is Guthrie AI in?

Guthrie AI's product category is Construction Estimating Software. Its primary akta.pro industry code is HDAEANAI, AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI), with a secondary code of BPAEAHAF, AI/ML Engineering & Model Development Services. Its NAICS code is 54151 and its SIC code is 7373.

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Live signals
VC News DailyGuthrie AI Raises $4 Million Seed RoundGuthrie AI has raised a $4 million seed round of funding led by Chicago Ventures to grow its platform for recruiting, training, and hiring Virtual Bid Assistants for glazing contractors.Pulse 2.0Guthrie AI Raises $4 Million Seed Funding To Scale Virtual Bid Assistant Platform For Glazing ContractorsGuthrie AI, a Philadelphia-based construction technology company, has raised a $4 million seed round led by Chicago Ventures to scale its Virtual Bid Assistant platform for glazing contractors. The platform addresses a structural labor shortage in the glazing estimating market by using AI to automate administrative tasks such as downloading project files, organizing bid invites, and routing pricing to vendors, freeing experienced estimators to focus on higher-value work. The company has already placed trained VBAs with 52 glaziers and vendors nationwide, reporting that contractors using the platform are bidding 70% more work without adding full-time staff and cutting bid turnaround from weeks to days.The SaaS NewsGuthrie AI Raises $4M SeedGuthrie AI, a Philadelphia-based construction technology company, has raised $4 million in a seed funding round led by Chicago Ventures. The funding will be used to expand the company's engineering team and grow its Virtual Bid Assistant platform, which uses AI to help commercial glazing contractors organize construction documents and improve estimating efficiency. Founded in 2024 by Ted Baumgardner and Tuneer De, the company plans to develop integrations with existing industry tools including Bluebeam, Outlook, and Excel.DoNewsGuthrie AI获400万美元种子轮融资- DoNews快讯Guthrie AI completed a $4 million seed round led by Chicago Ventures in July 2026. The construction technology company's AI-driven platform for bidding and tendering aims to address the industry's shortage of cost estimators. The funds will support product iteration, team expansion, and North American market promotion.TechStartupsGuthrie AI raises $4 million to automate construction bidding, helping glass contractors bid 70% more with virtual bid assistantsConstruction technology startup Guthrie AI has raised a $4 million seed round led by Chicago Ventures to expand its platform supplying trained Virtual Bid Assistants to commercial glass contractors. The company reports that contractors using its platform have increased bidding capacity by up to 70% and reduced turnaround times from weeks to days, addressing a widespread shortage of experienced estimators in the construction industry. Guthrie AI plans to use the capital to hire additional engineers, grow its Virtual Bid Assistant program, and build deeper integrations with common estimating software tools.FinSMEsGuthrie AI Raises $4M in Seed FundingGuthrie AI, a Philadelphia-based construction technology firm, raised $4 million in seed funding led by Chicago Ventures. The company will utilize the capital to expand its engineering team and enhance integrations with industry tools like Bluebeam, Outlook, and Excel for its virtual bid assistant platform.Business Wire BlogGuthrie AI Raises $4 Million Seed Round Led by Chicago Ventures to Put a Virtual Bid Assistant on Every Glazing TeamGuthrie AI has raised a $4 million seed round led by Chicago Ventures to grow its platform that recruits, trains, and places Virtual Bid Assistants for glazing contractors. The funding will expand Guthrie AI's engineering team and deepen integrations with tools like Bluebeam, Outlook, and Excel. The company has already placed trained assistants with 52 glaziers and vendors nationwide, enabling them to bid 70% more work without adding staff.FinancialContent Business PageGuthrie AI Raises $4 Million Seed Round Led by Chicago Ventures to Put a Virtual Bid Assistant on Every Glazing TeamGuthrie AI has raised a $4 million seed round led by Chicago Ventures to grow its platform for recruiting, training, and hiring Virtual Bid Assistants for glazing contractors. The platform has already placed 52 trained assistants with glaziers and vendors nationwide, enabling contractors to bid 70% more work without adding staff and cutting bid turnaround from weeks to days. The funding will expand Guthrie AI's engineering team and deepen integrations with tools like Bluebeam, Outlook, and Excel.BitlyGuthrie AI secures $4M led by Chicago Ventures to automate contractor workflowsGuthrie AI, a Philadelphia-based AI startup helping trade contractors automate job proposal workflows, raised a $4 million seed round led by Chicago Ventures. The company currently employs 12 people and plans to use the funding to scale its engineering and product teams while adding six more Philly-based roles. The founder aims to grow revenue from $2 million to $20 million over the next year and build a generational company in Philadelphia.TechnicalGuthrie AI secures $4M led by Chicago Ventures to automate contractor workflowsGuthrie AI, a Philadelphia-based construction tech startup, secured a $4 million seed round led by Chicago Ventures to scale its engineering and product teams and develop new integrations for its platform that helps trade contractors automate job proposals. The company, which currently employs 12 people in the US, plans to add six more Philadelphia-based roles and aims to grow revenue from $2 million to $20 million within a year. The CEO envisions building a generational company headquartered in Philadelphia.