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WireSift Research · AI Adoption Tracker · Q1 2026

JKHYJack Henry & Associates, Inc.

AI adoption · Q1 2026 earnings call

FinancialsScaling
AI mentions
15
extracted from this call
Max specificity
4 / 5
quantified with specifics
AI revenue
Not disclosed
no breakout in this call
Jack Henry's CEO Greg Adelson devoted significant prepared-remarks time to AI, framing it as a 3.5-year strategic initiative with ~100 approved internal tools, 500+ use cases, and measurable productivity outcomes. Specific internal metrics were shared (90% developer productivity gain, 70-80% reduction in exception-processing time, 96% success rate on an AI adviser bot). Management also addressed AI as a client-spending priority (#1 in their benchmark survey for the first time) and discussed competitive risk from banks working directly with AI providers, concluding the risk is limited for community/regional banks. CFO Carsley cited AI utilization as a contributor to margin expansion. No AI-specific revenue line was disclosed.
Public Company AI Adoption Index
Adopter
See full leaderboard →
Composite
66/ 100
#35 non-tech · #81 overall · #12 in Financials
Depth · 40%
78
stage: scaling · max spec: 4
Disclosure · 40%
55
4 quant outcomes
Breadth · 20%
65
2 scopes
Adoption scopes:product_embeddedinternal_use
Every claim, sourced

15 AI mentions from this call.

Extracted verbatim from the JKHY Q1 2026 earnings call transcript. Speaker, section, and specificity tier surfaced for each mention.

  • T4Prepared remarks· CEO· Product-embedded AI
    in digital, as part of the new Jack Henry platform, we have built an AI-assisted recommendation system for exception item processing that is in closed beta with 3 banks. They all report that AI is reducing the time to close exceptions each day by 70% to 80%.
    Gregory Adelson, JKHY earnings call
    ProductsJack Henry platform, AI-assisted recommendation system for exception item processing
  • T4Prepared remarks· CEO· Internal use
    in customer service, our AI adviser bot is supporting our frontline representatives and has assisted with more than 3,700 complex support interactions over the past 2 months with a 96% success rate, servicing answers and seconds from our knowledge resources.
    Gregory Adelson, JKHY earnings call
    ProductsAI adviser bot
  • T4Prepared remarks· CEO· Internal use
    In lending, developers working on our new Jack Henry origination solution, online account opening solution have increased productivity by roughly 90%, driven by faster coding and quicker issue resolution.
    Gregory Adelson, JKHY earnings call
    ProductsJack Henry origination solution, online account opening solution
  • T3Q&A· CEO· Product-embedded AI
    Analyst questionparaphrased· Autonomous Research· Kenneth Suchoski
    how much of a risk is there that banks or credit unions work directly with these AI companies? And then two, how involved is the core provider if that does happen?
    we have 14 different POCs that we have going on right now with products. We have a whole host of things that we've built in our Financial Crimes solution, including things like SAR reports, suspicious activity reports that go out and doing those using AI, creating things that provide efficiency gains for our banks and credit unions with various tools like exception item processing that I referenced in the script.
    Gregory Adelson, JKHY earnings call
    ProductsFinancial Crimes Defender, SAR reports, exception item processing
  • T3Prepared remarks· CEO· Internal use
    we are also seeing meaningful productivity and efficiency gains from natural language development, sometimes referred to as vibe coding. For example, a nontechnical associate recently developed an internal application for our travel program, allowing us to meet a business need without licensing additional software.
    Gregory Adelson, JKHY earnings call
  • T3Prepared remarks· CEO· Internal use
    close to 100 AI tools are approved for internal use, ranging from general productivity platforms such as Gemini and Copilot to specialized business and development tools across all areas of our company. These tools support over 500 distinct use cases, delivering meaningful and measurable impacts.
    Gregory Adelson, JKHY earnings call
    PartnersGoogle, Microsoft
    ProductsGemini, Copilot
  • T3Prepared remarks· CEO· Customer demand signal
    For the first time, artificial intelligence ranks as the top priority, cited by nearly 50% of the respondents, followed by digital banking and data analytics.
    Gregory Adelson, JKHY earnings call
  • T2Q&A· CEO· Product-embedded AI
    Analyst questionparaphrased· Autonomous Research· Kenneth Suchoski
    I wanted to get your high-level thoughts on how AI can play a role in the core processing industry. And we noticed one bank with over $25 billion in assets expanding its collaboration directly with OpenAI. And I'm curious to get your take just on, one, how much of a risk is there that banks or credit unions work directly with these AI companies?
    in the community bank space, as I said on our benchmark survey, the #1 priority was AI. And our community and regional banks that Jack Henry works with, they don't have the wherewithal in most of the cases to build that out. So they're relying on us, which is why we've taken such a proactive way of doing this for the last 3.5 years.
    Gregory Adelson, JKHY earnings call
  • T2Q&A· CFO· Internal use
    Analyst questionparaphrased· Goldman Sachs· William Nance
    how do you kind of think about that long-term margin expansion target?
    we've talked about there's a number of great tailwinds that will help us, whether that is the mix of the new products coming to fruition at higher margins, whether that is moving to a public cloud environment, whether that is AI and continuous improvement efficiencies.
    Mimi Carsley, JKHY earnings call
  • T2Q&A· CFO· Internal use
    Analyst questionparaphrased· D.A. Davidson· Peter Heckmann
    Has Jack Henry been able to set up a timetable to access Mythos to use -- look at their own systems to identify any cyber vulnerabilities?
    Mythos is just the current kind of attention in the industry, but we've made significant investments in fortifying and stepping up from a cybersecurity from an awareness and observability and a zero trust kind of resiliency philosophy over the last several years.
    Mimi Carsley, JKHY earnings call
    PartnersAnthropic
    ProductsMythos
  • T2Prepared remarks· CEO· Internal use
    we believe our approach to AI education and adoption significantly helps us minimize competitive risk. Additionally, regulatory requirements, network certifications and our role as the system of record make the banking industry very difficult to disintermediate.
    Gregory Adelson, JKHY earnings call
  • T2Q&A· CEO· Customer demand signal
    Analyst questionparaphrased· D.A. Davidson· Peter Heckmann
    Has Jack Henry been able to set up a timetable to access Mythos to use -- look at their own systems to identify any cyber vulnerabilities? And do you think that's something that Bancorp customers are increasingly going to demand from their vendors on a periodic basis.
    Project Glasswing, which is now called Mythos Workshop, our teams are getting information associated with that and joining various meetings. We've obviously done a whole host of things that we need to do for operational readiness across the organization.
    Gregory Adelson, JKHY earnings call
    PartnersAnthropic
    ProductsMythos Workshop, Project Glasswing
  • T2Prepared remarks· CEO· Internal use
    we view AI as a significant strategic opportunity and have been operating and expanding our capabilities for more than 3.5 years by establishing strong governance processes that support a responsible, bold and balanced approach.
    Gregory Adelson, JKHY earnings call
  • T2Prepared remarks· CFO· Internal use
    Non-GAAP margin benefits inherently from the leverage in our business model, strategic cost management and leveraging our existing workforce as we continue to focus on enterprise process improvement and AI utilization.
    Mimi Carsley, JKHY earnings call
  • T2Q&A· CEO· Product-embedded AI
    Analyst questionparaphrased· Loop Capital· Dominick Gabriele
    Do you expect to partner with various AI potential financial providers with their products? And how would you think about that relationship?
    several of the AI-related companies are partnering with us today. That's how we're using some of the tools and also some of the -- incorporating some of it into some of the products that we are working on.
    Gregory Adelson, JKHY earnings call
Q&A Dynamics

What management wouldn’t quantify.

Analyst questions where management declined to share a specific number. The pattern of refusals is often as informative as the disclosures.

  1. No AI-specific revenue line or ARR disclosed; management did not quantify any revenue contribution from AI-enabled products.
  2. 14 AI product POCs mentioned by Greg Adelson in Q&A but no detail on scope, timeline, or expected revenue impact provided.
  3. AI partnership relationships described qualitatively ('integrated relationship,' 'licensing tools') with no named partners, deal sizes, or financial terms disclosed.
  4. No disclosure of AI-related capex or incremental opex spend.
  5. Analyst (Dominick Gabriele, Loop Capital) asked about AI partnerships; management confirmed activity but declined to name specific AI company partners or quantify economics.
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Sourced from primary documents · See the methodology for the extraction approach.