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AI & System Readiness Audit

Architecture review, risk surface, prioritised action plan. No obligation.

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Fixed scope, senior engineers, working software. Skip the long discovery.

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AI READINESS ASSESSMENT • TEAMVOY

An AI Readiness Assessment for Your Vibe-Coded Prototype

In this AI readiness assessment, a small senior team checks what you built, finds where it leaks, and flags the moments that decide whether it ships as-is or needs a rewrite. Straightforward fixes go straight into your repo; the rest gets a roadmap to production. The price is fixed before we start.

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Bohdan Varshchuk, Chief Technology Officer
Reply within one business day. A CTO runs every audit.

Request an Assessment

    Engineering teams shipping AI in regulated stacks:

    everblock — 3d web configurator development client of teamvoy
    reflect — therapy booking platform development client of teamvoy
    iress company logo
    osl company logo
    nasdaq — capital markets ai engineering client of teamvoy
    velory — ai-assisted development and integration client of teamvoy
    neopenda — wearable medical iot development client of teamvoy
    panasonic — enterprise cms and serverless software client of teamvoy.
    swisscom logo: abstract red and blue symbol beside the lowercase blue 'swisscom'.
    mitipi — iot smart home device development client of teamvoy
    market access direct — insurance data migration and engineering client of teamvoy
    garrison flood control — ai voice assistant and automation client of teamvoy
    cardb — fintech crypto payments development client of teamvoy
    afriland first bank — hybrid cloud banking platform client of teamvoy
    everblock — 3d web configurator development client of teamvoy
    reflect — therapy booking platform development client of teamvoy
    iress company logo
    osl company logo
    nasdaq — capital markets ai engineering client of teamvoy
    velory — ai-assisted development and integration client of teamvoy
    neopenda — wearable medical iot development client of teamvoy
    panasonic — enterprise cms and serverless software client of teamvoy.
    swisscom logo: abstract red and blue symbol beside the lowercase blue 'swisscom'.
    mitipi — iot smart home device development client of teamvoy
    market access direct — insurance data migration and engineering client of teamvoy
    garrison flood control — ai voice assistant and automation client of teamvoy
    cardb — fintech crypto payments development client of teamvoy
    afriland first bank — hybrid cloud banking platform client of teamvoy

    Teamvoy engineers have shipped production code for Nasdaq, Panasonic, Afriland First Bank, and 50+ other companies in fintech, insurance, healthcare, and hi-tech.

    4.9 /5

    Verified B2B client reviews from fintech, insurance, healthcare, and hi-tech engagements.

    5.0 /5

    A B2B review platform that connects businesses with verified software solutions providers.

    4.8 /5

    Transparent platform where current and former employees share company reviews and interview experiences.

    What the AI Readiness Assessment delivers

    This assessment finds exactly which of those gaps apply to your code, and what to do about each one.

    What you get:

    01. Quality check
    A small senior team reads your actual code, not a description of it, and tells you what's solid and what isn't. Straightforward fixes land in your repo during the engagement.
    02. Leak points and critical moments.
    The specific places it breaks (unhandled errors, unbounded API costs, missing auth, data that shouldn't be logged) and the decision points that determine whether each one ships as-is or needs a rewrite first.
    03. Fixed price, fixed scope
    You see the price before kickoff. No change orders. No extra discovery billed later.

    Our Process

    The engagement runs up to one month across five phases, fixed at kickoff.

    colleagues collaborating at a long desk with laptops; man in foreground typing as two coworkers assist nearby.

    DAY 0: 30-minute technical call

    You talk to our seniour engineer. We agree on scope and you grant read access to the repo.

    Week 1. Repo review and proposal.

    The team reviews the repo and sends a fixed-price proposal based on what's actually there. Larger or messier repos can take the full week. Once you sign, staging access gets set up and the team is assigned.

    Week 2. Quality check and leak points

    The team reads the code, tests it against your real data and edge cases, and documents exactly where it breaks.

    Week 3. Critical moments.

    We walk the findings with your team and flag what ships as-is, what needs a quick fix now, and what needs a rewrite. Straightforward fixes go straight into your repo.

    Week 4. Roadmap and handover.

    Merged to your main branch or deployed to your environment. Knowledge transfer to your team, plus the AI implementation roadmap for the next phase. AI Readiness Assessment complete.

    two coworkers focus on a laptop screen in a modern office, with a woman in the foreground resting her chin on clasped hands while a man looks on.

    See what your stack is ready to ship.

    Book a 15-minute call with our senior team. You leave with a fixed-price scope, or a clear reason why it needs more than a month.

    When an AI Readiness Assessment fits. And when it doesn't.

    This is a build engagement, not an audit. It fits teams comparing enterprise use cases for generative AI who want proof on their own stack before they fund a wider AI transformation.

    + Good fit

    + You have an AI-built prototype and need an honest read on what’s production-ready and what isn’t.
    + You want the specific leak points named, not a general “looks risky” impression.
    + A deadline is close and you need documented findings to point to, not another plan to make a plan.
    + You compare enterprise use cases for generative AI and need to know which ones run on your stack.
    + A compliance or board deadline is close and you need a concrete result to point at.
    + You want to test a long-term partner on a small, time-boxed project before a wider AI transformation.

    – Not a fit

    – You have not picked a problem to solve yet. Start with a scoping call, not a build.
    – You want a full product built from scratch. That is a longer engagement, not a two-week assessment.
    – The scope depends on other teams aligning or other vendors delivering first.
    – You want the lowest bid. This is priced for speed and senior talent, not cost cutting.
    – The scope cannot be locked before kickoff.
    – You need staff augmentation. Teamvoy works as a full-ownership partner, not contractors you manage.

    What Our Clients Say

    The game had a huge impact on the client’s business and helped display the exhibition. Teamvoy utilizes project management tools to ensure a smooth workflow. The team us understanding, hard-working, and experienced.

    Teamvoy has successfully launched the system within the set timeline and integrated all the required tools and features. The collaborative team led regular meetings, delivered on time, and communicated effectively. Their proactive problem-solving approach and commitment to innovation stand out.

    The care and interest they showed are what makes Teamvoy special. The system contributes to company sales, which is the best metric of success. Teamvoy was excellent in terms of project management and were extremely responsive while coming up with creative solutions.

    We work with them for over 2 years, and they have been very reliable and timely in providing us quality development services. Their creative input and talented team helped us build a better product!

    Teamvoy’s support and expertise have been integral in helping the client build and scale their product. An agile partner, they manage their tasks well and are consistent in delivering according to schedule. Their strong understanding of blockchain and the quality of their work make them stand out

    AI Readiness Assessment FAQ

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    Scope locked in your head? Let's lock it in code.

    Request an AI Readiness Assessment. A CPO confirms feasibility, timing, and price inside one business day.