Why us

    Enterprise pedigree

    We provide AI and custom software built by the people who did it at Microsoft and Amazon.

    Built for mid-market

    Our founders intentionally left enterprise AI to serve the mid-market. Projects are priced and scoped fairly to your business, not a large-cap.

    Direct access to AI experts

    You work directly with our founders and a team of engineers building your system. Not a bench at a big firm or a single freelancer.

    Extension of your team

    Our goal is to deliver software tailored to how you work so your systems don't hold you back. If the right answer is an off-the-shelf tool or just a process change, we'll tell you that.

    Private Equity Focus

    Our products and services are built for private equity funds and their portfolio companies. We understand the constraints and clock you're working against.

    Why custom software

    AI changed the math on custom software.

    Most companies run on off-the-shelf software: subscription-based software that barely differs from one company to the next. It covers about 60% of their workflows. AI now makes it cost-effective to build custom software for the rest.

    01

    What changed

    Since AI has been introduced to software engineering, custom software has become more cost-effective.

    Cost to build custom softwareCost of off-the-shelf software
    BEFORE AIWITH AIOff-the-shelf software is cheaperCustom software is cheaperCostBefore AITIME →Today

    Illustrative. Shows the direction of change, not measured costs.

    02

    Off-the-shelf vs. custom

    Off-the-shelf software means bending your workflows to the software. Custom software is shaped around you.

    Fit
    Off-the-shelf SoftwareYour team adapts to the software
    Custom SoftwareThe software adapts to your team
    Feature requests
    Off-the-shelf SoftwareOn the vendor's roadmap
    Custom SoftwareOn your schedule
    Upkeep
    Off-the-shelf SoftwareThe vendor handles updates and security
    Custom SoftwareLightSight maintains it, or hands it to your team
    Cost over time
    Off-the-shelf SoftwarePer-seat fees grow with headcount
    Custom SoftwareYou pay to build once, with no per-seat fees
    Differentiation
    Off-the-shelf SoftwareStandard workflows shared across your competitors
    Custom SoftwareCustom workflows that help your operations become a point of differentiation
    At exit
    Off-the-shelf SoftwareA subscription the buyer inherits as an ongoing cost
    Custom SoftwareAn asset the company owns, which strengthens the exit story
    03

    Workflows covered

    Off-the-shelf software covers about 60% of your workflow needs. The other 40% is manual work.

    Off-the-shelf

    Built for everyone

    ~60%of workflows covered
    40%manual workarounds
    Where the 40% goes:Extra toolsRe-keyed dataEmail handoffsExtra headcount

    Custom

    Built for you, by LightSight

    Built around how you work, so no workarounds

    ~60% coverage: Gartner

    Stop settling for 60%

    Book a consultation

    Why now?

    Where AI breaks, and what LightSight offers

    AI stalls at funds and portcos alike due to years of SaaS configurations and manual workarounds, as well as lack of aligned AI strategy.

    No one to build it

    At the fundDeal teams already at capacity. Builds become a full-time job.
    At the portcoPortcos told to "implement AI" with no AI leader on the team and limited IT presence.
    What LightSight offersEmbedded engineers and AI advisors to develop your product alongside your team.

    Security and scalability prevents rollout

    At the fund and the portcoPilots work locally; rollout stalls on security, scalability, and stability.
    What LightSight offersMission critical, scalable software built in accordance with your fund's compliance needs.

    Everything in silos

    At the fundFragmented sources make integration difficult and costly.
    At the portcoFailed ERP integrations and procurement create fragile and manual workarounds.
    What LightSight offersOne pane of glass across teams and processes, built on top of aggregated, clean data.

    Adoption not standardized

    At the fund and the portcoAI adoption treated as "the wild west": workflows are built and solutions procured one at a time by different users and teams, making governance and centralization increasingly difficult.
    What LightSight offersFewer solutions, more users, not gated by per-seat licensing.
    Bespoke AI software and expertise tailored to the needs of funds and portcos

    How we compare

    LightSight vs. others

    LightSight differentiates from other AI providers through its enterprise experience, mid-market PE focus, and partnership approach to solving problems.

    Large consultancy

    Built for PE
    Full dev
    Mid-market

    The knockBuilt for enterprise portcos; mid-market gets enterprise method on a shrunken budget.

    Freelance / solo CAIO

    Built for PE
    Full dev
    Mid-market

    The knockLimited capacity and depth. Limited ability to maintain security, governance, and auditability.

    Generalist AI shop

    Built for PE
    Full dev
    Mid-market

    The knockBuild capacity but limited PE experience means process, data sources, and portco ERPs are unfamiliar.

    AI point product

    Built for PE
    Full dev
    Mid-market

    The knockAnother line on the software bill, unable to provide customized solutions. Stuck in configuration.

    LightSight

    Built for PE
    Full dev
    Mid-market

    Why LightSightScoped to the mid-market and built for the PE funds and portcos operating within it.

    AlignmentStrong alignmentPartial alignmentLimited alignmentNo alignment

    What we do

    Custom tools for the firm, custom AI solutions inside the portco.

    Eight services from diligence through exit, each with the problem it solves, how we help, and case studies where we have them.

    See the services

    Who we are

    Operators and engineers who have run AI inside large organizations

    LightSight is a partner-led AI consulting and engineering firm. The partners built and ran AI, MLOps, and agentic platforms at Microsoft Azure, led an acquired consultancy through integration at Accenture, and have spent the last several years inside private equity portfolio companies in manufacturing, industrial, supply chain, distribution, and finance. We work as a small senior team, we build with your people rather than around them, and we leave systems the company owns.

    Value 1

    Simplify

    We simplify what's complex, communicate plainly, and use only what works. Our systems make the right thing easy and scale with reality.

    Value 2

    Iterate

    We prototype early, learn fast, and treat feedback as a gift. Every action ties to outcomes; we focus where impact is highest and adapt as evidence changes.

    Value 3

    Co-Create

    We build with your people rather than around them, put clients first, and leave capabilities that last. Ethically, always, without letting ego or fear block the right answer.

    The team

    Book a consultation

    Tell us where you are in the hold period: diligence on a target, a portfolio company that needs AI leadership, reporting that still runs on spreadsheets, or an exit story that needs evidence. We will come back with relevant examples and a first view on what is worth doing.

    Within two weeks of a first call, deal teams and operating partners typically have a prioritized list of use cases, a cost and payback view for each, and a recommended first build the portfolio company will own.

    The first conversation is free, and questions at any level are welcome. We reply within one business day.