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Takeoff

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uuid02m5oad

Namestring
Takeoff
Legal namestring
Just KMF Inc.
Websiteurl
hiretakeoff.com
Company typeenum
Private
Founded yearint
2025
Descriptiontext

Takeoff is a San Francisco-based AI agent orchestration company that builds fully autonomous, long-horizon agents for enterprise workflows in regulated industries. Operating as Just KMF Inc. DBA Takeoff, the company has developed the Takeoff Runtime — a proprietary agent harness built around a SIGNAL-DECISION-TASK-INTERACTION loop that enables agents to autonomously execute multi-step jobs spanning days to weeks across voice, SMS, email, fax, and API systems. The platform incorporates persistent lead-level memory, deterministic decision logic, and embedded compliance guardrails for mortgage (RESPA, TILA, ECOA) and healthcare (HIPAA, prior authorization) workflows. Takeoff's architecture is model-agnostic, allowing it to leverage multiple foundation models underneath the orchestration layer.

Takeoff sells outcomes rather than inference or seats, pricing contracts based on completed jobs (e.g., loans funded, patients scheduled, prior authorizations approved). Customers access the platform via API integration, sending job requests and receiving webhook confirmations of completed work — no agent building or configuration required. The company targets enterprise customers through an API-first, field-sales motion, with disclosed use cases spanning mortgage refinance origination, healthcare coordination (coverage verification, patient scheduling), and customer onboarding automation. Notable production results include agents surpassing human loan officer performance in a side-by-side test at a top-10 mortgage company and 3.5 million interactions conducted across 5 industries within 6 months.

The company was founded by Aakash Thumaty (CEO), Shreya, and Spencer, and raised $15M in June 2026 from Matrix Partners and Lachy Groom to accelerate product development. Revenue scaled from $0 to multiple millions in committed revenue across several seven-figure enterprise contracts within the company's first operating year.

Short descriptiontext

Takeoff is a San Francisco-based AI company that builds autonomous long-horizon agents for enterprise workflows in regulated industries. Its Takeoff Runtime orchestrates multi-channel, multi-week jobs across voice, SMS, email, and APIs, sold on outcome-based pricing to mortgage lenders and healthcare organizations.

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
agent orchestration platform, autonomous AI agents, workflow automation software, enterprise AI platform, voice AI agents
Industry2 codes
1Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent)
CodeHDAAACAFPrimaryYes
2iPaaS & Workflow Automation
CodeBPAMAOABPrimaryNo
SIC code2 codes
  • Services-Prepackaged Software7372
  • Services-Computer Programming Services7371
Product category
AI Agent Orchestration Platform
Social media profiles1 record
GTM motion2 records

Each record includes

Type, Description, Source

Revenue model1 record
1Outcome-Based Agent Services
TypeUsage Based
Description

Revenue is a direct function of customer outcomes - paid when jobs are completed (e.g., when a mortgage loan funds, when a patient gets scheduled, when prior authorization is approved). Customers make API calls for jobs to be done, and Takeoff agents complete the work across channels, returning outcomes via webhooks. The unit sold is a unit of revenue-aligned work; when customer grows there is more work and the bill grows proportionally.

hiretakeoff.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, Infrastructure, Marketing or Sales
Pricing details1 tier
1Outcome-based pricing tied to completed jobs
ModelOutcome Based/ PerformanceBilling cadenceMulti-year contract
Notes

No specific pricing tiers publicly disclosed. Revenue aligned to customer results - when loan funds, patient scheduled, etc.

hiretakeoff.com
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

Takeoff builds a long-horizon agent runtime platform whose autonomous agents perform enterprise jobs end-to-end across voice, SMS, email, and APIs. Agents persist across days to weeks of multi-step workflows (e.g., mortgage refinance origination, prior authorization calls, patient scheduling, customer onboarding) and are priced on completed outcomes rather than seats, tokens, or API calls. Customers access the platform via API by sending job requests and receiving webhook responses.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 3 values shown
  • Agents surpassed human loan officer team control in direct side-by-side split test for top 10 mortgage company
+2 more records
Product overview1 text field

Takeoff offers a unified AI agent orchestration platform built around its Takeoff Runtime. The core platform enables fully autonomous long-horizon agents that perform enterprise workflows end-to-end across multiple channels (voice, SMS, email, API systems) spanning days to weeks. The platform includes Agent Assist and Takeoff Voice AI as key product features for AI-assisted workflow automation and voice interactions respectively. Takeoff sells outcomes, not inference or seats, positioning itself as a programmable teammate that customers access via API calls for specific jobs like originating loans, scheduling patients, or handling prior authorizations.

Product and service2 records
1Takeoff Platform
CategoryEnterprise AI Platform
2Takeoff Runtime
CategoryAgent Orchestration Engine
Scale indicator5 records

Each record includes

Type, Value, Description, Source

Recent move5 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Replicant builds autonomous voice AI agents for customer service that resolve issues without human intervention, comparable to Takeoff's voice-led agent orchestration for enterprise workflows.

TypeDirect peer
Description

Kore.ai is an enterprise conversational AI and agent platform with multi-channel deployment across voice, chat, and email — directly comparable to Takeoff's multi-channel orchestration layer for regulated enterprise use cases.

TypeDirect peer
Description

Cognigy is an enterprise conversational AI platform for automating customer service across voice and digital channels, comparable to Takeoff's multi-channel agent orchestration and enterprise automation focus.

TypeDirect peer
Description

Decagon builds AI agents for enterprise customer support across multiple channels, comparable to Takeoff's multi-channel orchestration (voice, SMS, email, chat) and outcome-based deployment model for regulated enterprises.

TypeDirect peer
Description

Cresta provides real-time AI agent assistance and autonomous agents for contact centers, comparable to Takeoff's voice-first, multi-channel agent platform for enterprise customer workflows including regulated industries.

TypeBroad incumbent
Description

Salesforce's Agentforce platform embeds autonomous AI agents into its CRM and service cloud — a broad incumbent offering competing agent capabilities to Takeoff within the same regulated enterprise accounts, leveraging existing CRM distribution.

TypeBroad incumbent
Description

Google's Vertex AI Agents offering provides enterprise agent-building capabilities integrated with Google's foundation models and cloud platform — a broad incumbent that bundles agent tooling with infrastructure that Takeoff customers may also be using.

TypeDirect peer
Description

Yellow.ai provides enterprise-grade conversational and voice AI agents for customer support and sales automation across channels, comparable to Takeoff's API-first, outcome-based agent deployment model for large enterprises.

TypeDirect peer
Description

Sierra builds enterprise AI agents focused on long-horizon customer interactions for large companies — directly comparable to Takeoff's positioning as a long-horizon agent platform for regulated enterprises. Both target outcome-driven agent deployments at large enterprise customers.

TypeBroad incumbent
Description

Microsoft Copilot Studio enables enterprises to build autonomous agents across the Microsoft 365 and Azure ecosystem — a broad incumbent with deep enterprise distribution that competes with Takeoff for agent platform budgets in regulated industries.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers1 record

Each record includes

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

Segment3 records

Each record includes

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

Ideal customer profile2 records

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
Yes

Docs URL, Description

AI capability6 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature5 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
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds1 record

Each record includes

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

Investors1 record

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 →

Takeoff

AI Agent Orchestration Platformhiretakeoff.com

Takeoff is a San Francisco-based AI company that builds autonomous long-horizon agents for enterprise workflows in regulated industries. Its Takeoff Runtime orchestrates multi-channel, multi-week jobs across voice, SMS, email, and APIs, sold on outcome-based pricing to mortgage lenders and healthcare organizations.

What Takeoff does

Takeoff is a San Francisco-based AI agent orchestration company that builds fully autonomous, long-horizon agents for enterprise workflows in regulated industries. Operating as Just KMF Inc. DBA Takeoff, the company has developed the Takeoff Runtime — a proprietary agent harness built around a SIGNAL-DECISION-TASK-INTERACTION loop that enables agents to autonomously execute multi-step jobs spanning days to weeks across voice, SMS, email, fax, and API systems. The platform incorporates persistent lead-level memory, deterministic decision logic, and embedded compliance guardrails for mortgage (RESPA, TILA, ECOA) and healthcare (HIPAA, prior authorization) workflows. Takeoff's architecture is model-agnostic, allowing it to leverage multiple foundation models underneath the orchestration layer.

Takeoff sells outcomes rather than inference or seats, pricing contracts based on completed jobs (e.g., loans funded, patients scheduled, prior authorizations approved). Customers access the platform via API integration, sending job requests and receiving webhook confirmations of completed work — no agent building or configuration required. The company targets enterprise customers through an API-first, field-sales motion, with disclosed use cases spanning mortgage refinance origination, healthcare coordination (coverage verification, patient scheduling), and customer onboarding automation. Notable production results include agents surpassing human loan officer performance in a side-by-side test at a top-10 mortgage company and 3.5 million interactions conducted across 5 industries within 6 months.

The company was founded by Aakash Thumaty (CEO), Shreya, and Spencer, and raised $15M in June 2026 from Matrix Partners and Lachy Groom to accelerate product development. Revenue scaled from $0 to multiple millions in committed revenue across several seven-figure enterprise contracts within the company's first operating year.

Takeoff firmographics

Firmographics
Name
Takeoff
Legal name
Just KMF Inc.
Website
https://hiretakeoff.com
Company type
Private
Founded year
2025
Operating status
Operating
Headcount range
1–10 employees
Short description
Takeoff is a San Francisco-based AI company that builds autonomous long-horizon agents for enterprise workflows in regulated industries. Its Takeoff Runtime orchestrates multi-channel, multi-week jobs across voice, SMS, email, and APIs, sold on outcome-based pricing to mortgage lenders and healthcare organizations.
Ownership category
akta.pro rank

Takeoff industry classification

Industry
Product category
AI Agent Orchestration Platform
SIC
Services-Prepackaged Software (7372), Services-Computer Programming Services (7371)
akta.pro primary industry
Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)
akta.pro secondary industry
iPaaS & Workflow Automation (BPAMAOAB)

Keywords

  • Agent orchestration platform
  • Autonomous AI agents
  • Workflow automation software
  • Enterprise AI platform
  • Voice AI agents

Where Takeoff is headquartered

Location

Headquarters

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

Offices1 record

Markets served

Takeoff business model

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

Revenue model

  1. Outcome-Based Agent Services: Revenue is a direct function of customer outcomes - paid when jobs are completed (e.g., when a mortgage loan funds, when a patient gets scheduled, when prior authorization is approved). Customers make API calls for jobs to be done, and Takeoff agents complete the work across channels, returning outcomes via webhooks. The unit sold is a unit of revenue-aligned work; when customer grows there is more work and the bill grows proportionally.

Pricing tiers

ModelBillingPrice
Outcome Based/ PerformanceMulti-year contractOutcome-based pricing tied to completed jobs

Go-to-market motion2 records

Distribution channels1 record

Marketing channels3 records

Takeoff product offering

Product offering

Core offering

Takeoff builds a long-horizon agent runtime platform whose autonomous agents perform enterprise jobs end-to-end across voice, SMS, email, and APIs. Agents persist across days to weeks of multi-step workflows (e.g., mortgage refinance origination, prior authorization calls, patient scheduling, customer onboarding) and are priced on completed outcomes rather than seats, tokens, or API calls. Customers access the platform via API by sending job requests and receiving webhook responses.

Product overview

Takeoff offers a unified AI agent orchestration platform built around its Takeoff Runtime. The core platform enables fully autonomous long-horizon agents that perform enterprise workflows end-to-end across multiple channels (voice, SMS, email, API systems) spanning days to weeks. The platform includes Agent Assist and Takeoff Voice AI as key product features for AI-assisted workflow automation and voice interactions respectively. Takeoff sells outcomes, not inference or seats, positioning itself as a programmable teammate that customers access via API calls for specific jobs like originating loans, scheduling patients, or handling prior authorizations.

Differentiator

Problem solved

Functional benefit

Products and services

  • Takeoff Platform
  • Takeoff Runtime

Quantifiable outcome

  • Agents surpassed human loan officer team control in direct side-by-side split test for top 10 mortgage company
  • +2 more outcomes

Companies that use Takeoff

Customer profile

Named customers1 record

Segments3 records

Ideal customer profiles2 records

Takeoff technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature5 records

Takeoff partnerships and signals

Strategic signal

Scale indicators5 records

Recent moves5 records

Expansion highlights5 records

Takeoff competitors and assessment

Company assessment

Direct peers

  • Replicant: Replicant builds autonomous voice AI agents for customer service that resolve issues without human intervention, comparable to Takeoff's voice-led agent orchestration for enterprise workflows.
  • Kore.ai: Kore.ai is an enterprise conversational AI and agent platform with multi-channel deployment across voice, chat, and email — directly comparable to Takeoff's multi-channel orchestration layer for regulated enterprise use cases.
  • Cognigy: Cognigy is an enterprise conversational AI platform for automating customer service across voice and digital channels, comparable to Takeoff's multi-channel agent orchestration and enterprise automation focus.
  • Decagon: Decagon builds AI agents for enterprise customer support across multiple channels, comparable to Takeoff's multi-channel orchestration (voice, SMS, email, chat) and outcome-based deployment model for regulated enterprises.
  • Cresta: Cresta provides real-time AI agent assistance and autonomous agents for contact centers, comparable to Takeoff's voice-first, multi-channel agent platform for enterprise customer workflows including regulated industries.
  • Yellow.ai: Yellow.ai provides enterprise-grade conversational and voice AI agents for customer support and sales automation across channels, comparable to Takeoff's API-first, outcome-based agent deployment model for large enterprises.
  • Sierra AI: Sierra builds enterprise AI agents focused on long-horizon customer interactions for large companies — directly comparable to Takeoff's positioning as a long-horizon agent platform for regulated enterprises. Both target outcome-driven agent deployments at large enterprise customers.

Broad incumbents

  • Salesforce (Agentforce): Salesforce's Agentforce platform embeds autonomous AI agents into its CRM and service cloud — a broad incumbent offering competing agent capabilities to Takeoff within the same regulated enterprise accounts, leveraging existing CRM distribution.
  • Google (Vertex AI Agents): Google's Vertex AI Agents offering provides enterprise agent-building capabilities integrated with Google's foundation models and cloud platform — a broad incumbent that bundles agent tooling with infrastructure that Takeoff customers may also be using.
  • Microsoft (Copilot Studio): Microsoft Copilot Studio enables enterprises to build autonomous agents across the Microsoft 365 and Azure ecosystem — a broad incumbent with deep enterprise distribution that competes with Takeoff for agent platform budgets in regulated industries.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

Takeoff social profiles

Digital presence

Takeoff financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Takeoff leadership team

Management profile

Number of profiles

Profiles1 record

Takeoff funding detail

Funding detail

Funding overview

Funding rounds1 record

Investors1 record

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

Takeoff 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 Takeoff

What does Takeoff do?

Takeoff builds a long-horizon agent runtime platform whose autonomous agents perform enterprise jobs end-to-end across voice, SMS, email, and APIs. Agents persist across days to weeks of multi-step workflows (e.g., mortgage refinance origination, prior authorization calls, patient scheduling, customer onboarding) and are priced on completed outcomes rather than seats, tokens, or API calls. Customers access the platform via API by sending job requests and receiving webhook responses.

Is Takeoff a public or private company?

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

When was Takeoff founded?

Takeoff was founded in 2025. It employs 1 to 10 people.

Where is Takeoff based?

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

How does Takeoff make money?

One revenue line is on record: outcome-Based Agent Services.

Who are Takeoff's main competitors?

Direct peers on record are Replicant, Kore.ai, Cognigy, Decagon, Cresta, Yellow.ai and Sierra AI. Broad incumbents are Salesforce (Agentforce), Google (Vertex AI Agents) and Microsoft (Copilot Studio).

Does Takeoff have an API?

Yes. Takeoff provides an API and webhook-based interface for customers to send job requests. Customers make API calls tied to an ambiguous request (e.g., "originate this loan," "schedule this patient," "call insurance for a prior authorization") and Takeoff agents consume and perform that request, returning outcomes via webhook. The service supports integration across voice, SMS, email, and arbitrary API-enabled systems. No public API documentation URL or SDK information was found in the source material.

What industry is Takeoff in?

Takeoff's product category is AI Agent Orchestration Platform. Its primary akta.pro industry code is HDAAACAF, Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent), with a secondary code of BPAMAOAB, iPaaS & Workflow Automation. Its SIC code is 7372.

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