Author: Raymond Blyd

  • Legal Tech Raised $6B in 2025 as AI Boom Shows Divisions

    Legal Tech Raised $6B in 2025 as AI Boom Shows Divisions

    Legal tech funding in 2025 reached $5.99 billion and featured fourteen $100m+ rounds, with extraordinary valuations and remarkable revenue growth – for some companies. But, not all. At the same time, Robin AI ran into funding troubles. Meanwhile, dozens of other legal tech companies globally, which had raised capital between 2020 and 2023, have not raised capital again since then.

    Despite fewer companies raising capital in 2025, I did record my first legal tech fundraise from Botswana.

    Venture Funding

    The venture funding numbers below exclude debt financing by public legal tech companies such as Wolters Kluwer. I also disregard legal tech funds raising capital to invest in companies.

    Chart with breakdown of Seed, Series (i.e. after Seed), and also Debt ‘investment’.
    Data for 2025, but proportional. As you can see, there is HUGE variation across the market.

    There is also an elephant in the room: ‘Compliance’. Companies like Awesome Compliance operate in a space that collectively raised $27 billion in 2025 alone. Governance, Risk and Compliance (GRC) is a space with fierce competition from Vanta, Verisk, OneTrust, TrustArc, and, of course, Palantir.

    Considering these caveats, here are the 2025 numbers compared to 2024:

    • Total raised: $5.99 billion, up 22%
    • Number of companies: 292, down -27%
    • Number of investors: 539, down -31%

    This year alone saw Harvey raise four venture rounds totaling $818 million. They announced their $8 billion valuation on October 29, just hours after Legora announced its $1.8 billion valuation along with a $150 million Series C.

    Yet both were dwarfed by Clio’s two massive venture and debt rounds totalling $850 million, following their $900 million round in 2024. These rounds almost made us forget that Filevine ($260m), Peregrine ($190m), and EvenUp ($150m) also raised outsized rounds in 2025. Will we see more investment in 2026 of the same scale?

    Valuations vs Exit value

    While valuations are vague indicators, actual exit values are a more tangible measure of value. Unfortunately, only 10% of acquisition announcements (6 out of 59) shared prices.

    Here is a summary:

    • Total exits: $2.29 billion, down -39% from 2024
    • Top exit: vLex, $1 billion
    • Top ROI: Libra achieved a 90x return on investment from a $105 million exit on a $1.17 million investment

    For context on the valuations attributed to top startups versus actual acquisition numbers: Manus AI was acquired for reportedly $2 billion by Meta. They went from zero to $100 million in annual recurring revenue (ARR) in eight months. Their AI orchestration is arguably superior and also usable for legal professionals. Better yet, lawyers have used Manus to ‘vibe code’ major legal AI features for free. Yet Manus AI is valued less than Harvey and has a lower ROI multiple (23x) than Libra. Do these numbers reflect a realistic value of Legal AI?

    Recurring Revenue

    This year I also saw startups proudly sharing their recurring revenue. Libra’s revenue jumped from $2 million to $3 million in a matter of weeks. Similarly, GC AI reported revenue growth from $1 million to $10 million in one year. Harvey reported $100 million ARR within three years of existence. For context, it took Clio 17 years and Litera 30 years to reach a reported $300M+ ARR. Clearly, the rate of legal AI revenue growth is unlike anything we have ever witnessed in legal tech. Are these exponential growth numbers sustainable?

    These questions require some soul-searching within our industry, especially since law firm expenses fuel vendor revenues. 

    On January 22 in Madrid, I’ll be exploring these themes and more. Feel free to sign up at Legalcomplex.com to join me in a one-time single-day workshop.

    AL Note: many thanks to Raymond for continuing to track legal tech investment data. LegalComplex generally uses a wider definition of ‘legal tech’ than this site. Either way, the overall trends remain the same.

    Originally posted on Artificial Lawyer on January 6th, 2026

  • Robin AI’s Woes May Run Deeper Than Workforce Cuts

    Robin AI’s Woes May Run Deeper Than Workforce Cuts

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]Robin AI’s Woes May Run Deeper Than Workforce Cuts[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22847″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fwww.law360.com%2Fpulse%2Flegal-tech%2Farticles%2F2403945|title:Robin%20AI’s%20Woes%20May%20Run%20Deeper%20Than%20Workforce%20Cuts|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • Who Wins the Legal AI Race? A Statistical Analysis | THE GLAW FESTIVAL

    Who Wins the Legal AI Race? A Statistical Analysis | THE GLAW FESTIVAL

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]Who Wins the Legal AI Race? A Statistical Analysis | THE GLAW FESTIVAL[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_video video_link=”https://youtu.be/bab8F-lV1q8″][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • Al Hallucinations, Legal Risk, and the Limits of Automation in Law

    Al Hallucinations, Legal Risk, and the Limits of Automation in Law

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]Al Hallucinations, Legal Risk, and the Limits of Automation in Law[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22821″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fopen.spotify.com%2Fepisode%2F7F0waw2ndaOVwwaxCt9Xfx%3Fsi%3DVD_nQH3WQS-3X3PQ1AepOQ|title:Al%20Hallucinations%2C%20Legal%20Risk%2C%20and%20the%20Limits%20of%20Automation%20in%20Law|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • 9 Waves (Audio)

    9 Waves (Audio)

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]9 Waves (Audio)[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22778″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fraymondblijd_listen-to-the-9-waves-explaining-the-future-activity-7356208571656609792-ihbZ%2F|title:9%20Waves%20(Audio)|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • 9 Waves (PDF Download)

    9 Waves (PDF Download)

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]9 Waves (PDF Download)[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22776″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fwww.linkedin.com%2Fposts%2Fraymondblijd_9-waves-activity-7352706375535206401-wk1W%2F|title:9%20Waves%20(PDF%20Download)|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • People in Legal in Amsterdam Raymond Blyd on Youtube

    People in Legal in Amsterdam Raymond Blyd on Youtube

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]People in Legal in Amsterdam Raymond Blyd on Youtube[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22749″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fyoutu.be%2F731CanHi738|title:People%20in%20Legal%20in%20Amsterdam%20Raymond%20Blyd%20on%20Youtube|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • People in Legal in Amsterdam Raymond Blyd on Spotify

    People in Legal in Amsterdam Raymond Blyd on Spotify

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]People in Legal in Amsterdam Raymond Blyd on Spotify[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22747″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fopen.spotify.com%2Fepisode%2F1eP99AgcnJ7IFJ6feO0YbZ%20|title:People%20in%20Legal%20in%20Amsterdam%20Raymond%20Blyd%20on%20Spotify|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • S3 Launches – LLM Eval ‘For Any Jurisdiction, Language + Model’

    S3 Launches – LLM Eval ‘For Any Jurisdiction, Language + Model’

    [vc_row padding_top_multiplier=”2x” padding_bottom_multiplier=”5x” rc_heading_color=”light” rc_bg_type=”color” rc_bg_color=”#050101″ rc_font_color=”#d8d8d8″][vc_column width=”1/6″][/vc_column][vc_column width=”2/3″ text_align=”center”][crocal_title heading=”h1″ margin_bottom=”30″]S3 Launches – LLM Eval ‘For Any Jurisdiction, Language + Model’[/crocal_title][crocal_empty_space height_multiplier=”2x”][/vc_column][vc_column width=”1/6″][/vc_column][/vc_row][vc_row section_type=”fullwidth” padding_top_multiplier=”” padding_bottom_multiplier=”” rc_bg_type=”color” columns_gap=”none” rc_bg_color=”#BAAC99″][vc_column content_width=”custom” horizontal_content_position=”center” column_custom_position=”yes” position_top=”minus-6x” custom_content_width=”720″][crocal_single_image image_type=”image-link” image=”22752″ image_shape=”radius-5″ link=”url:https%3A%2F%2Fwww.artificiallawyer.com%2F2025%2F06%2F30%2Fs3-launches-llm-eval-for-any-jurisdiction-language-model%2F|title:S3%20Launches%20%E2%80%93%20LLM%20Eval%20%E2%80%98For%20Any%20Jurisdiction%2C%20Language%20%2B%20Model%E2%80%99|target:_blank”][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row padding_top_multiplier=”” columns_gap=”none”][vc_column text_align=”center”][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][crocal_divider line_type=”vertical-line” vertical_line_width=”1″ vertical_line_height=”6vw” line_color=”custom” line_color_custom=”#BAAC99″][/vc_column][vc_column][crocal_empty_space height_multiplier=”2x”][/vc_column][/vc_row][vc_row][vc_column][vc_column_text][/vc_column_text][/vc_column][/vc_row]

  • Moat: Blueprint to a Billion-Dollar Legal AI Business

    Moat: Blueprint to a Billion-Dollar Legal AI Business

    Every billion-dollar company enjoyed a period of growth, growth protected by a moat. Here’s the blueprint for a moat in legal.

    Fellow legal geeks, here’s Legalcomplex’s last transmission. I’ve brought you legal trends from different angles, always aiming for an original approach. Spotdraft’s CEO Shashank Bijapur called this: taking a telescope and microscope to the legal market. His and others’ inspiration fueled each of the 139 posts. Let’s go out with a bang: here’s your billion-dollar blueprint.

    Profits.

    Law firms will likely never again find a business model as lucrative as hourly billing for legal advice. AI will replace traditional legal work in many spaces. Meanwhile, AI will become the largest cost center for nearly every business as it becomes their new operating system. The system that codes new solutions, or summarizes long legal documents. The actions and answers underlying our decisions. Since any high-value decision has to consider the legal ramifications, legal will forever live on.

    So is there a billion-dollar business hidden within the legal market? Yes, one that leverages moats to protect valuable decisions. Business moats offer a company a sustainable competitive advantage, protecting its profits and market share from competitors and external threats.

    What are the business moats in the legal market? In Data, Distributions & Deals, I explored the moats of the biggest legal tech companies. For law firms, moats are pretty straightforward: proximity to Capital and Conflicts. Since Roman times, legal counsels were the highest-priced service in society, with pricing set by law. So lawyers have historically protected legal profits by law. Are these profits still protected?

    Protected.

    What’s up with Devin.ai? Remember the math prodigy who raised $196 million at a $2 billion valuation? Well, Cursor.com happened. The slideshow below shows the difference in their respective approaches. Now neither Devin nor Cursor have a strong moat. OpenAI’s Codex copied the best features of both, except one very important one. Put a pin on this. Contrary to common sense, having killer features only allows you to be killed. No matter how many models we orchestrate around them. Especially cloud ones.

    Every technology disruption generates a bubble where the first wave fails. As illustrated in my Bubble post, investors’ initial picks usually are not the winners. Additionally, I missed mentioning a third bubble: 2017-18 ICO Craze. The Initial Coin Offering (ICO) collapsed all applications, except for one: stable-coins. The two largest stable-coins, Tether (USDT) and USDC by Circle.com, collectively now account for $200 billion in value. This value largely stems from the use of stable-coins in payments and remittances. However, it took Blockchain seven years to find a viable business model that yielded durable, profitable revenue.

    ‘Durable’ implies that their growth is protected from competitors by a moat. Having a substantial war chest of capital to fuel growth also does not offer any guarantees. Microsoft is laying off over 6,000 employees. Here’s another mystery: 1,120 employees disappeared on the OpenAI LinkedIn profile page in 79 days. I stumbled on this little detail while processing their latest fundraise. Check the final two slides below. These signals should not surprise anyone, we’re simply watching the replays of the past. A past where cloud was king.

    Privacy.

    In ancient times, the powerful always enlisted the counsel of confidants to make key decisions. Usually, this happened in secret to avoid the influence of peer pressure. Today, core constitutional rules for any democracy include the right to cast a vote in secret and the right to independent legal representation and an impartial judge or jury for a fair trial. The key to making correct decisions is having access to unbiased information. To make any information unbiased, one must balance these three sources of data:

    • Public
    • Professional
    • Personal

    My reason for visiting Alexandria, Egypt, was to design secure Legal AI for judges. To ensure their legal decisions could not be influenced. Sabaio understood this principle at a core level. Check the row ‘Integrations’ in the Devin vs Cursor slide below, you’ll notice that Cursor is ‘local-first’. That is the moat OpenAI can not copy. Unpin.

    This brings me to the only moat that legal actually has: Trust. Trust is earned by keeping communication confidential. Storing information on-site and not sharing it with third parties. That AI inputs and outputs can not be part of breaches at providers or litigation by competitors. In case you missed it, OpenAI was ordered by a judge to retain all outputs. As insane as this may sound, we should remember that AI is running out of data. Thus, synthetic data based on human inputs is invaluable for reinforced learning (RLHF). Remember my viral post on RLHF and sacrificing your queen?

    Price.

    Let’s be realistic. In End of an Era, I explored the economics behind bringing privacy to enterprises– my sacrifice. In a recent IBM survey, the costs for companies to host AI and hire talent were identified as a hindrance for many. Nevertheless, what some call “sovereign AI” does seem to be a goal worth investing in. My two notable examples are Mongolia and the Middle East. Mongolian startup Egune AI raised $3.5 million to ensure “..native languages and identities are preserved and empowered in the digital age..”.

    Life would be pretty boring if we ate hamburgers every day.

    Let’s wrap this up. Legal has one moat, and that moat is trust. Trust is earned by upholding confidentiality. In the age of the internet, confidentiality does not come cheap. If you crack the code to offer affordable confidential computing, you will ride a wave towards a billion-dollar revenue run rate. The key is to build a business model that packages hardware and software at an affordable price, a price competitive with most cloud offerings. That is the blueprint, get cracking. End transmission.