agolo
13 known investors
Implicit is an AI-powered knowledge platform that aggregates technical content from manuals, tickets, and procedures to provide cited answers to both human workers and AI agents. It serves support teams, maintenance crews, and technical organizations across industries including aerospace and defense.
Also known as Agolo Inc. · Implicit · implicit.cloud
Investors · 13
Also in the syndicate · 3
Company profile
researched Aug 2026Agolo Inc. is a New York-based artificial intelligence company. Its current product, Implicit (implicit.cloud), is positioned as an AI knowledge engine for maintenance and support work: it ingests an organization's technical content — manuals, standard operating procedures, tickets and playbooks — and returns answers with citations for both human staff and AI agents drawing on the same governed knowledge base. The platform unifies content from connected systems including Zendesk, SharePoint, Notion and Slack, supports private file uploads, and exposes the resulting semantic layer to agents over MCP and API.
The company markets three packaged solutions: military aircraft maintenance AI for maintainer crews, an AI knowledge layer purpose-built for Zendesk aimed at ticket resolution and agent onboarding, and agentic technical support built from product documentation and support history. Its technical documentation site describes containerized applications for installation in private environments, RESTful APIs exposing its entity intelligence capabilities, and support for both fully automated and human-in-the-loop workflows.
Earlier in its history the company operated as an AI-powered summarization platform. It analyzed large document sets to build per-customer knowledge graphs and generate summaries of key points, with a Summarization-Powered Search application sold into federal and commercial markets, and a separate application for summarizing ESG reports for financial institutions.
Founding story
Agolo was founded in 2012 and co-founded by Mohamed AlTantawy (Columbia University School of Engineering and Applied Science, 2014) and Sage Wohns (Columbia Business School, 2012). Wohns serves as CEO and AlTantawy as CTO.
Business model
Agolo sells software to enterprise and government organizations. The Implicit product is offered with a 30-day free trial requiring no credit card, and the platform can be deployed as containerized applications inside private customer environments, with functionality also available through RESTful APIs.
Software sold to enterprise and public-sector customers, with a free 30-day trial as an entry point; the sources do not state pricing terms.
Traction
At the time of its March 2022 Series A the company reported significant growth, rapidly growing demand for its Summarization-Powered Search application across federal and commercial markets, and a recently awarded deal with a large federal government department. In 2017 it said it worked with the world's largest media companies to summarize news on Facebook and via Amazon Alexa.
Latest developments
The company's website now markets Implicit, an AI knowledge engine for maintenance and support, offering a 30-day free trial and vertical solutions for military aircraft maintenance, Zendesk support and agentic technical support.
▸Full profile — market position, technology, go-to-market, geography, history
Market position
The company positions Implicit against three adjacent categories: general-purpose AI assistants such as ChatGPT and Gemini; horizontal knowledge tools such as Glean, Guru, Notion and Confluence; and vertical platforms such as Zendesk and Einstein, claiming a combination of cross-app search, private content, cited answers, agentic AI and domain tuning. In its earlier summarization phase the company described itself as pioneering the next generation of search and said it worked with most major media companies.
Delivery of cited, governed answers from private technical content to both human workers and AI agents from a single knowledge base, combined with domain tuning for technical and maintenance content and agentic access over MCP and API.
Technology
Grounded AI applied to technical content, returning answers with citations to source documents. The platform builds a unified semantic layer over connected data sources and exposes it to AI agents via MCP and API. Documentation describes containerized deployment for private environments, RESTful APIs for entity intelligence, and configurable automation or human-in-the-loop workflows. Earlier technology centered on natural language processing for summarization, including on-demand knowledge graph creation powering query-based summarization across millions of documents.
Go-to-market
Direct sales supported by demo requests and a self-serve 30-day free trial on the company website, packaged by vertical use case (military aircraft maintenance, Zendesk support, agentic technical support). Historically the company grew through platform partnerships with its investors and distribution of summaries through channels such as Facebook and Amazon Alexa, and won federal government contracts.
Support teams, maintenance organizations and military teams, including aircraft maintenance crews, plus Zendesk-based customer support operations. Historically the company sold to federal government departments, large media companies, and financial institutions and large corporations analyzing ESG reports.
Geography
Headquartered in New York, NY, with customers described in US federal government and commercial markets.
History
Founded in 2012, Agolo initially offered a beta product that helped users curate their Twitter feeds around relevant tweets and conversations, which served as a proof of concept for processing large volumes of information. It subsequently repositioned as automated summarization software connecting news, documents and data into real-time summaries, raising a $3.5 million seed round in 2017 and a Series A in March 2022. Its current market-facing product is Implicit, an AI knowledge engine for maintenance and support teams.
Compiled by commissioned research from 7 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Non-dilutive funding · 6 SBIR/STTR awards
Federal grants — no equity taken| Agency | Phase | Year | Amount |
|---|---|---|---|
| Department of DefenseSpecial Operations Command | Phase II | 2023 | $2.1M |
| U.S. Air ForceAir Force | Phase II | 2023 | $1.2M |
| U.S. Air ForceAir Force | Phase I | 2023 | $75K |
| U.S. Air ForceAir Force | Phase II | 2022 | $1.2M |
| U.S. Air ForceAir Force | Phase II | 2020 | $1.5M |
| U.S. Air ForceAir Force | Phase I | 2020 | $49.9K |
Source: SBIR.gov award data (U.S. Small Business Administration). SBIR/STTR awards are competitive federal R&D grants and contracts — non-dilutive capital alongside any venture rounds above.
Timeline · 4
launches, deals, and filingsAgolo announced completion of an oversubscribed Series A round led by Lytical Ventures, with participation from existing investors Microsoft M12, Tensility Venture Partners and Ridgeline Partners. Proceeds were earmarked for expanding sales and marketing and scaling product, data science and engineering teams. Lytical Ventures partner Steve Berg joined the Agolo board.
The company stated it had recently been awarded a significant deal with a large federal government department to modernize its search and retrieval capabilities.
Agolo introduced an ESG Research Summarization application aimed at helping financial institutions and large corporations analyze Environmental, Social and Governance reports.
Agolo closed a $3.5 million seed round co-led by Microsoft Ventures and CRV, with participation from Point72 Ventures and Franklin Templeton.
$3.5M source ↗
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
In the news
▸Research sources · 7
primary sources listed
- agoloagolo.com · web
7 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does agolo do?
- Agolo builds Implicit, an AI knowledge engine that returns cited answers from technical manuals, tickets and procedures.
- Who are agolo's investors?
- agolo's investors include AAF Management Ltd., Cerity Partners Ventures, Dentsu Ventures, M12 (Microsoft's Venture Fund), Point72 Ventures, Prime Partners, Tensility Venture Partners, WorldQuant Ventures and 2 more.