Software Companies

A working list of the 22,096 companies in this collection. Refreshed continuously from public sources, ATS feeds, and funding databases.


Companies
22,096
With funding
19,224
Top city
Tracked capital
$1.1B

The Software Companies collection tracks 22,096 companies, roughly 19,224 of them venture-funded. Together they account for $1.1B in tracked capital.


SECTION I · SOFTWARE COMPANIES ROSTER

Companies in Software Companies

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Fenrock logo
We help highly regulated financial institutions and fintechs prevent financial crimes. With our AI agents, you can process 10X compliance workload per analyst, with bullet-proof audit logs for regulators!
1 - 102026$3,000,000
Salus logo
Your agent processed a refund without looking up the order, costing you thousands. It emailed your top lead using hallucinated data, ruining the deal. You only found out three hours later from a support ticket or an angry email. Evals, output scoring, and observability are all necessary - but all reactive. They can reduce the likelihood of these problems occurring, but there's no solution that inspects an action as it’s about to execute. Salus does that. If you are deploying agents and want to improve their correctness we’d love to help. Book a demo on our website, and we can onboard you immediately. We can get you started with just a pip install and a few lines of code.
1 - 102026$500,000
SageOx logo
Agentic engineering makes coding fast but alignment hard. SageOx fixes that. It's the agentic hivemind, capturing shared context for humans and agents. Human insight, machine speed, everyone plowing in the same direction.
2 - 102026$15,000,000
Human Archive logo
The deployment of capable humanoids at scale will permanently redefine human labor. Undesirable physical work will disappear, and human effort will shift toward a new era of abundant creativity. This shift is inevitable, and we are building the infrastructure to accelerate it.
1 - 102026$8,700,000
End Close logo
End Close offers software that automates payment reconciliation, exception handling, and compliance reporting.
1 - 102026$500,000
Shortkit logo
Shortkit offers an SDK for integrating, delivering, managing, and analyzing short-form vertical videos.
1 - 102026$500,000
Carrot Labs logo
Carrot Labs develops AI software that generates and tests code changes to help developers build and modify software applications.
1 - 102026$500,000
Humble Robotics logo
Humble makes fully autonomous, electric haulers designed for the most efficient, cost-effective commercial freight transportation. Humble's Class 8 vehicles are built from the ground up to handle complex logistics scenarios, blending vision-language-action (VLA) models and robust, lightweight hardware on a universal platform that supports multiple vehicle configurations. We're currently hiring across robotics, physical AI, engineering, and logistics.
10 - 502026$24,000,000
Stilta logo
IP remains one of the most powerful tools companies have to protect the innovations that drive future revenue. Yet the work behind it is still slow and fragmented - split across silos, legacy systems, and manual processes. The result is unclear priorities, delayed decisions, and avoidable risk. We’re reinventing how companies create and protect innovation by building modern IP infrastructure, so teams can move faster, focus on what matters, and turn invention into durable advantage.
2 - 102026$11,000,000
Mocha Care logo
Mocha Care is a SaaS platform that offers AI-powered staffing and workforce management tools for home care agencies.
1 - 102026$500,000
Apployd logo
Deploy web apps, APIs, Python services, and static sites from one clear workflow. Connect a repo, ship predictable releases, and keep each rollout visible as it happens.
10 - 502026$35,000
Exterview AI logo
Exterview is an agentic AI hiring platform powered by six agents: JD Intelligence, Resume Intelligence, Voice Interview, Avatar Interview, Human Interview Orchestration, and BGV. Together they automate screening, interviews, fraud checks, and decisions end to end at scale
10 - 502026$1,000,000
Superset logo
The Terminal for Coding Agents - Run a team of 100 Claude Code, Codex, or any CLI agents on your machine
1 - 102026
Singularity Studio logo
Singularity Studio creates next-generation AI solutions for the enterprise using an unprecedentedly advanced palette of technologies including a variety of deep neural net architectures.
1 - 102026
Hex Security logo
Hex Security is a cybersecurity company that offers autonomous AI agents for penetration testing in web apps and APIs.
1 - 102026$500,000
Rev1 logo
Rev1 offers AI-powered geometric, dimensioning, and tolerancing automation for mechanical engineers.
1 - 102026$500,000
revnu logo
Revnu is an AI growth team that runs your entire business — except the product. Ad campaigns, SEO, A/B testing, email automation, customer support, win-back flows, pricing intelligence, session analysis, community management, affiliate programs. All the work founders know they should be doing but never get round to. Merge one PR and AI agents go to work, around the clock. You build the app. Revnu runs everything else.
1 - 102026$500,000
Compresr logo
Compresr is a platform that compresses text for LLMs, saving tokens and costs, and includes an API, a Python SDK & adjustable compression.
2 - 102026$500,000
Golden Analytics logo
Golden Analytics develops an AI-native business intelligence platform that automates analytics workflows from data connection through insight delivery. The product provides a Discover experience that summarizes connected datasets, highlights patterns, and suggests questions to explore. It combines manual analysis with configurable AI assistance for data cleaning, anomaly detection, calculations, and dashboard creation. Users can control how much autonomy to give the AI, review generated outputs, and adapt them for interactive data stories. The platform targets organizations that want to reduce friction in analytics and enable more people to work directly with data.
1 - 102026$7,000,000
COFIA logo
Cofia builds AI software that learns user workflows, generates task automations, and executes repetitive work.
1 - 102026$500,000
Asimov logo
Asimov collects and labels real-world human activity data to train AI models for robots to operate in physical environments.
1 - 102026$500,000
UNISSON logo
Unisson is a B2B software company that offers AI agents that learn product workflows and execute complex tasks inside software.
1 - 102026$500,000
Convexia logo
Convexia develops AI agents that evaluate drug assets through simulations, clinical profiling, safety prediction, and market analysis.
2 - 102025$500,000
Traverse logo
Reinforcement learning environments for long-horizon agent journeys. We are building the infrastructure to automate economically valuable work, starting with software engineering. Why software first? It's the most verifiable and deterministic domain that exists today. Tests either pass or fail. Builds either succeed or break. This makes it the ideal starting point for training agents on real outcomes rather than human demonstrations. Software also creates a natural flywheel where AI that can write code can help improve its own training infrastructure and accelerate its own development. When AGI arrives, the bottleneck will be high-quality training data for every industry where valuable work takes place. You cannot build an RL environment for legal research, medical diagnosis, or financial analysis by scraping the internet. Domain experts are required because they understand the workflows, edge cases, and accumulated knowledge that makes each field what it is. Our approach is to pair world-class domain experts with world-class ML engineers to build training environments that simply cannot exist without that combination of talent. The path to general intelligence is to traverse through every domain where work happens.
2 - 102025$500,000
Monarcha logo
Monarcha is an AI GIS platform that offers AI-based geospatial data analysis.
1 - 102025$500,000
Async logo
Async offers a coding platform that enables the development of end-to-end apps, encompassing building, testing, and deployment.
5 - 102025$500,000
Copperlane logo
Copperlane is an AI agents for mortgage lenders that collect documents, verify borrower information, and pre underwrite workflows.
2 - 102025$500,000
Haladir logo
RLVR changed the game for post-training. We're here to build and supply the next-generation of coding data and RL environments using model checking languages and formal verification. In a world where solid coding data is becoming increasingly sparse, Haladir provides the data and environments needed to build the next generation of coding models.
1 - 102025$4,300,000
Kita Technologies logo
Kita is the document intelligence platform that powers modern underwriting in emerging markets. Lenders use Kita to process messy, unpredictable financial documents such as bank statements, e-wallet records, payslips, and business income files, turning them into structured, verified signals that fit directly into underwriting workflows. In Southeast Asia and other emerging markets, the most important financial information rarely arrives in clean or standardized formats. Income is fragmented across employers, e-wallets, payment channels, and document types. Even when lenders have strong internal systems, the variability of these inputs makes it difficult to consistently and quickly extract, validate, and interpret the data that matters for credit decisions. As a result, underwriting remains slower and more complex than it needs to be. That is why we built Kita. We believe lenders deserve technology that adapts to the realities of emerging markets rather than forcing those realities into rigid templates. Kita ingests, validates, and structures borrower-submitted documents into underwriting-ready data. The platform is fully customizable to existing lender workflows; teams define the signals they care about, while Kita handles normalization, validation, and anomaly detection behind the scenes. Our team is composed of Stanford engineers and operators with experience in AI and computer vision systems, fintech, network security, and emerging-market infrastructure. We are backed by Y Combinator (YC W26) and advised by industry leaders who have built and scaled data-driven products globally. Join the lenders modernizing their underwriting at www.usekita.com.
2 - 102025$500,000
Eytrix logo
Eytrix enables governments and enterprises to query their security camera systems with ease, using natural language to search past footage (“Find a man with a blue backpack”), set up intelligent alerts (“Alert me if someone climbs over the wall”), and extract meaningful data from video streams (“How many vehicles entered yesterday?”)—all through a seamless, AI-powered interface.
10 - 502025$29,000,000
RunAnywhere logo
RunAnywhere enables on device AI deployment, intelligently routing LLM requests for faster, private, and cost-efficient performance.
2 - 102025$500,000
Candytrail logo
Candytrail is an AI sales platform that automates lead generation, analyzes calls, and provides real-time coaching for sales teams.
2 - 102025$500,000
Merge Labs logo
Merge Labs is a research lab with the long-term mission of bridging biological and artificial intelligence to maximize human ability, agency and experience. Join us: merge.io/careers
10 - 502025$252,000,000
System7 logo
System7 Ventures is an operator of AI-powered solutions for marketing and sales, intended to help businesses enhance efficiency, unlock growth, and foster innovation through intelligent automation.
1 - 102025
Unconventional AI logo
Unconventional AI is rethinking the foundations of a computer to optimize energy efficiency for AI. Founded by experts in AI systems, analog circuits, computing theory, and neuroscience, we are bringing biology-scale efficiency to artificial intelligence.
10 - 502025$475,000,000
Velum Labs logo
Velum Labs provides a firewall that redacts sensitive information in data and documents.
1 - 22025$500,000
IncidentFox logo
IncidentFox is a software company currently based in San Francisco, California, United States. It has been founded in 2025.
1 - 102025$500,000
Odapt logo
Odapt is the AI-powered internal software that helps to create and connect dashboard and apps for sales outreach.
2 - 102025$500,000
Vesence logo
AI Agents in Microsoft Office. Made for Law Firm and Professional Services.
2 - 102025$12,200,000
A 1 Base logo
A1Base functions as the communication, trust, and identity framework for AI agents, aimed at enhancing interactions with human users.
1 - 102025$500,000
Loop AI logo
Loop is an agentic co-worker for restaurants. We help drive profitable growth for the fastest growing brands in the country by helping measure, protect and grow digital revenue
5 - 102025
Normal logo
Normal Factory automates hardware certification and testing to reduce compliance effort across standards like FCC, ISED, CE, and ASTM F963.
1 - 102025$500,000
Playvision logo
PlayVision offers a platform that analyzes basketball game video, tracks player movements, and generates insights for coaches and scouts.
1 - 102025$500,000
Multifactor logo
Multifactor provides secure identity management with authentication, authorization, and auditing using strong cryptography. It provides a secure account-management and access-sharing platform designed for both humans and AI agents. The service functions as a “vault” for passwords, passkeys, 2FA codes, and other authentication materials, enabling users to store all their login credentials in one secure place.
10 - 502025$15,000,000
RoboDock logo
Autonomous vehicles are scaling fast, but the depots that charge, inspect, and operate them are still manual. RoboDock automates charging and vehicle inspections so AV fleets can finally be end-to-end autonomous.
2 - 102025$500,000
Maywood logo
Maywood offers AI software that automates research, analysis, and workflow processes for investment banks, private equity, and deal teams.
1 - 102025$500,000
AgentMail logo
AgentMail is an email API that allows your agent to have its own inbox. Think of it like Gmail, but for AI Agents instead of humans. Developer-first in everything we do, always.
1 - 102025$6,500,000
MindPortal logo
MindPortal makes a wearable device that can read your mind. It’s as accurate as Neuralink but requires no surgery.
5 - 102025$5,000,000
Narrative logo
Narrative is the AI video processing infrastructure, enabling agents to understand and process video as easily as they do text.
1 - 102025$500,000
Zarna logo
Zarna offers an AI agent that automates sourcing, diligence, and portfolio workflows for private equity and investment firms.
5 - 102025$500,000
Known logo
Known is an applied AI matchmaking app. Known's mission is to empower humanity by applying general intelligence to human connection.
1 - 102025$9,700,000
Atma Sciences logo
Atma Sciences is a software company currently based in New York City, New York, United States. It has been founded in 2025 by Rudd Fawcett, Daniel Amitay, and Josh Siegel.
1 - 102025
Kestral logo
Kestral is a software company that provides data transformation and product development solutions utilizing artificial intelligence.
1 - 102025$500,000
Theta Software logo
Theta Software is a software development company that trains AI agents for self-learning and real-time adaptation.
1 - 102025
Pingo logo
Pingo is a language learning app that helps build speaking fluency through realistic conversations with an AI companion.
2 - 102025$500,000
Eden logo
Eden creates the best synthetic datasets for enterprises.
1 - 102025$500,000
BLUMA logo
Bluma is an AI-native platform that automatically creates viral short-form ads for your business using our library of templates.
1 - 102025$500,000
Manicule logo
Founded by Shreyans Jain and Naman Bansal.
2 - 102025$500,000
Trapeze logo
Trapeze is an healthcare application that allows doctors to answer patient calls 24/7.
10 - 502025$500,000
Lumari logo
American AI procurement and supply chain software company
1 - 102025
Reframe logo
Reframe deploys AI assistants to help hardware teams coordinate with overseas suppliers without digging through endless email chains.
1 - 102025$500,000
Play Health logo
Play Health delivers data and AI-driven care software that enables health systems and value-based care organizations to improve outcomes, reduce unnecessary utilization, and close the massive data gap that has left over 30 million women in the US under- or inappropriately treated during midlife transitions. Play Health's platform enables patients to track symptoms, cycles, medications, lifestyle factors, and biometrics while giving clinicians longitudinal data and AI-driven analytics to manage midlife transitions more effectively. We close the data gap with comprehensive tracking, improve quality metrics for value-based care organizations, and reduce unnecessary utilization through earlier intervention and more targeted treatment-all while generating the real-world evidence needed to transform how perimenopause and menopause are treated in our healthcare system. Perimenopause is our starting point, not our end goal. We're developing precision medicine infrastructure for midlife and longevity-creating the data foundation and analytical capabilities needed to deliver personalized care at scale for the life transitions that determine healthspan. By partnering with forward-thinking health systems today, we're building the evidence and infrastructure to make precision longevity medicine accessible to everyone tomorrow.
2 - 102025
Bidflow logo
We help electrical contractors do electrical estimates way faster using AI. Electrical contractors submit RFPs (request for proposals) to win contracts to jobs like building the electrical infrastructure for a new data center, and they compete with other electrical contractors to win these jobs. The process of submitting these RFPs take a majority of an electrical contractors time, specifically in providing an estimate for the job, and Bidflow aims to optimize the redundant paperwork that goes into this process.
2 - 102025$500,000
Orchids logo
Orchids is an AI app builder for web, mobile, and agents using existing AI subscriptions. It supports multiple platforms, including web apps, mobile apps, Slack bots, browser extensions, and AI agents. The platform works across any tech stack, covering languages and frameworks such as React, Python, Swift, and Flutter. Orchids functions as a full-stack coding agent that helps generate, iterate, and deploy applications from a single interface.
2 - 102025$500,000
Rivet logo
Rivet is the open-source platform to build realtime, edge, or agent applications. No limitations of Redis or timeouts of Lambda.
1 - 102025$500,000
Ashr logo
We create AI powered scheduling software for enterprises, so employees can focus on what truly matters rather than chasing calendars.
5 - 102025$500,000
Mod AI logo
We're building the first AI email client for accounting. We're starting with accounts payable, because we learned that AP teams spend 80% of their day just in the inbox- that's 4x more time than actually processing invoices. Our platform equips you with agents that handle everything: triaging emails, managing multiple mailboxes, responding to vendor and internal inquiries, processing and matching invoices, onboarding vendors, and detecting fraud. Find out why customers choose Mod AI to manage their AP at usemod.ai. Backed by the first investors in Airbnb, DoorDash, and Dropbox.
1 - 102025$500,000
Echo logo
At Echos, we help enterprises harness frontier technologies and deliver intelligence at scale. Grounded in strong foundations and powered by proven AI acceleration assets, implementation expertise, and trusted partnerships, we transform deep tech into measurable impact - driving ROI today while shaping the enterprise of tomorrow.
2 - 102025$50,000,000
Code Four logo
Code Four is a GovTech company that uses Artificial intelligence for law enforcement through AI-driven automation.
10 - 502025$2,700,000
Kaigo Health logo
Kaigo Health delivers an AI-enabled care management platform that supports post-discharge follow-ups, remote patient monitoring, and ongoing engagement for Medicare and senior populations. The software automates outreach via phone, SMS, and chat to check symptoms, medication adherence, and vitals from connected devices. Risk scoring and triage flag issues early, route tasks to care teams, and surface readmission risk for timely intervention. Dashboards visualize patient status and trends and translate insights into next-step actions within existing clinical workflows. APIs and integrations connect to electronic health records and care team tools to streamline data capture and handoffs. Use cases include transitional care management, chronic disease management, and preventative outreach for provider groups and payer programs.
1 - 102025
Sciloop (YC F25) logo
We are making the AI scientist that will fully automate the scientific exploration workflow advancing science at a breakneck speed. Our first version, takes in a seed idea, an initial code base, and it conducts research exactly like a human researcher would. It comes up with hypothesis, runs experiments, gathers results and publishes a real research paper. We are trying to make onboarding super simple: connect your research repository, give the AI Scientist a direction to work towards, and see tangible results in minutes.
2 - 102025$500,000
Epicenter logo
Epicenter is an ecosystem of open-source, local-first apps. We store all your work-notes, transcripts, chat histories-in a single folder of plain text and SQLite. Every tool we build shares this memory: your text editor, personal assistant, etc.. It's open, tweakable, and yours. Grep it, open it in Obsidian, host it wherever you like. The choice is yours. Our vision is to build a personal workspace where you own your data, choose your models, and replace siloed apps with open, interoperable alternatives. All while preserving authenticity and being free and open source. ❤️
1 - 102025$500,000
Spatial AI logo
Building general-purpose robots capable of performing unsafe, repetitive and boring tasks.
1 - 102025$500,000
Lapis logo
Lapis is a software company currently based in San Francisco, California, United States. It has been founded in 2025 by Varunram Ganesh and Sai Surbehera.
2 - 102025$125,000
Uplane logo
Uplane is an AI-powered marketing platform that automates ad creation, campaign management, and performance tracking.
1 - 102025$5,000,000
Maven logo
Infrastructure for voice-native commerce. Add secure, conversational checkout to AI agents with a single API.
1 - 102025$500,000
Golf logo
Golf manages routing, telemetry, error reporting, and deployment for remote production model context protocol servers.
2 - 102025$500,000
AllyNd Partners logo
AllyNd Partners is a boutique recruiting firm purpose-built for the AI and data-driven era. We help startups and mid-sized companies hire exceptional talent across the spectrum, from individual contributors to executive leaders in data, AI, and engineering. Whether you're building from the ground up or scaling fast, we plug in where you need us most. As a seamless extension of your existing team or your first recruiting function, we bring the expertise, speed, and precision to close high-impact roles without the overhead. We partner deeply, aligning every search with your mission, values, and team culture. Along the way, we help sharpen your hiring brand and attract the talent that moves the needle. What We Offer • Full-cycle hiring for data, AI, and engineering roles across all levels • Fractional recruiting support for fast-moving teams • Hiring Manager Enablement Toolkit to drive better hiring decisions • Strategic advisory to build and scale internal recruiting teams • Talent branding and candidate attraction support www.allyndpartners.com hello@allyndpartners.com Industries: Recruiting, Data, AI, Engineering, Startups, Mid-Sized Companies, Venture Capital
2 - 102025
Avent logo
Avent helps manufacturers and industrial distributors automate quoting, order entry, and customer inquiries through AI agents.
10 - 502025$500,000
Cranston AI logo
Cranston AI offers an AI-powered platform for accounting and bookkeeping services.
1 - 102025
RadixArk logo
RadixArk focuses on developing infrastructure for AI inference and training systems. It builds tools to make frontier-level AI more efficient, accessible, and cost-effective.
10 - 502025$100,000,000
Liva AI logo
Liva AI is a software company currently based in San Francisco, California, United States. It has been founded in 2025 by Ashley Mo and Aoi Otani.
2 - 102025$3,000,000
Cumulus Labs logo
Cumulus Labs is an inference platform for production AI. IonRouter, our public API, runs every class of workload from language to vision to multimodal at best-in-class speed and price, powered by Ion, our proprietary engine purpose-built for NVIDIA Grace superchips. Trusted in production by venture-backed companies and US defense and intelligence agencies. Y Combinator W26. San Francisco.
2 - 102025$500,000
LineWise logo
LineWise is a AI Engineer troubleshoot system that helps manufacturers maximize production uptime.
2 - 102025$1,600,000
Hobbes logo
Hobbes is an in-app copilot that sees what your users see, turning every software experience into an effortless adventure
2 - 102025
Kestroll logo
Kestroll is an AI-based platform that offers a central interface for the entire organization to access and distribute content.
1 - 102025$500,000
Maive logo
Maive streamlines the aerospace compliance documentation required on the manufacturing shop floor.
1 - 22025$500,000
14.ai logo
The customer support platform for 1000x teams. Built for the way humans and AI are meant to work together, allowing for productivity that feels superhuman. YC W24
1 - 102025$3,000,000
Auto Aces logo
AutoAce is an AI voice assistant for car dealerships that answers calls, books service, and keeps customers off hold
1 - 102025$500,000
Lightberry logo
Lightberry designs and develop robotic software for human-robot interactions with emotional intelligence.
2 - 102025$500,000
Sanctum logo
Sanctum is an AI powered simulation platform that converts user behavior into automated tests to help teams identify issues.
1 - 102025$500,000
Deeptrace logo
Deeptrace develops AI SRE agents that detect, investigate, and resolve production incidents.
1 - 102025$5,500,000
Jeevy Fabrication logo
Jeevy Fabrication is a fabrication services company that provides welding solutions from procurement through delivery.
1 - 102025
HoneyJar logo
Honeyjar is the AI platform for PR teams, agencies, and marketing and communications leaders. Designed by comms professionals, Honeyjar expertly runs the entire workflow while bringing news, social, and all the critical data for comms into one intelligent, centralized workspace.
1 - 102025$2,000,000
Wayco logo
Wayco offers AI software that automates client intake and case workflows for law firms using voice and referral intelligence processing.
1 - 102025$500,000
TensorPool logo
TensorFlow is an artificial intelligence and machine learning software library. Although it can be applied to a variety of tasks, neural network training and inference are its primary uses. It is among the most widely used deep learning frameworks, along with PaddlePaddle and PyTorch.
1 - 102025$500,000
Semble AI logo
Semble AI automates fire and life-safety system design using AI to turn manual workflows into code-compliant processes.
2 - 102025$500,000
Dipp AI logo
Dipp AI is the research and product company building the world’s first dedicated enterprise agent scaffolding and teleoperation infrastructure. It's context-first architecture dynamically unlocks frontier proprietary and private data stores to accelerate the development and adoption of superintelligent autonomous systems to unlock economic output in the enterprises of the future. DippAI agents combine deep reasoning, reinforcement learning (from frontier data) and enterprise search (planning multiple tasks ahead) to learn from their mistakes, initiate events, automate complex business tasks and execute multi-faceted business processes. Focus industries: healthcare, life science, insurance, finance: labor-intensive, manual, redundant, repetitive tasks.
1 - 102025$1,200,000
ChampAI logo
Champ is building AI Agents to automate your SOPs. Theses agents can automate complex workflows, triage tickets, and identify gaps in your existing set up. Our mission is to eliminate repetitive work, whilst providing teams the right tools to grow
1 - 102025$8,500,000
Veritus Agent logo
Veritus is a fintech start-up that builds an AI-native platform of intelligent agents for the consumer lending industry.
1 - 102025$10,100,000
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SECTION II · THE BRIEF

The rest of the brief

Brief #34140Updated 02 AUG 2026SOFTWARE COMPANIESINDUSTRY DESK
Employbl Company Profile

Inside Software Companies

What we publish for members: hiring momentum, comp bands, and investor activity behind the 22,096 companies above.

Companies
22,096
With funding
19,224
Top city
Tracked capital
$1.1B
Section II · Premium ProfileMembers only
  • 01Hiring momentum across Software Companies (last 90 days)Locked
  • 02Top employers in Software Companies by open rolesLocked
  • 03Comp bands by stage and headcountLocked
  • 04Recently-funded companies hiring nowLocked
  • 05Investor activity in the last 12 monthsLocked

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