# Twine

> Twine builds AI Digital Employees for cybersecurity teams. The first is Alex, an identity and access management (IAM) expert who joins your team and executes identity work end to end, planning, acting and documenting under human-in-the-loop control, with every action logged, attributed and auditable.

Twine exists to close the security execution gap: enterprise teams rarely lack tools or findings, they lack the capacity to act on them. Alex works inside the IGA, IdP, HR and ticketing systems a team already runs, with no rip-and-replace, taking on user access reviews, entitlement cleanup, identity lifecycle management, least-privilege implementation and audit evidence. Twine calls this category Continuous Security Execution.

[Website](https://www.twinesecurity.com)

## Audience

- CISO (Chief Information Security Officer): Accountable for risk the team cannot get to. Needs measurable risk reduction, audit-ready evidence, and agentic AI that is governed, autonomy where they want it, control where they need it.
- VP/Director of IAM (VP or Director of Identity and Access Management): Owns the identity backlog: access reviews, entitlement sprawl, app onboarding, joiner-mover-leaver. Needs the work finished end to end inside the IGA they already own, not another dashboard of findings.

## Pages

- [About](https://www.twinesecurity.com/about): Twine Security builds AI Digital Employees for cybersecurity teams. The company was founded to close the gap between what security teams know they should do and what they have the capacity to actually finish. Its first digital employee, Alex, is an identity and access management expert. Twine has been named a 2025 Gartner Cool Vendor in Identity-First Security, an RSAC Innovation Sandbox finalist, a KuppingerCole Rising Star and one of Forbes’ Cloud 100 Rising Stars, and partners with Deloitte on modern IAM. The team combines expertise and transparency, and treats the human security professional as the hero.
- [Account Ownership Integrity](https://www.twinesecurity.com/use-cases/account-ownership-integrity): Account ownership integrity means every account in the estate has a current, accountable owner, including service accounts and other non-human identities that were created for a project and outlived it. Without an owner, no access review is meaningful and no remediation has anyone to approve it. Alex identifies accounts with access but no accountable owner, works out who the right owner is from usage, HR and application data, confirms it with them, and keeps the record accurate as people change roles and leave. This is the foundation of identity security posture management.
- [App Onboarding on an Existing IGA Platform](https://www.twinesecurity.com/use-cases/app-onboarding-on-an-existing-iga-platform): Identity governance and administration (IGA) platforms only govern the applications actually connected to them, and connecting an application is slow work: finding the owner, understanding the permission model, mapping entitlements, building and testing the connector, then keeping it current. Most programs stall with a long tail of unonboarded applications that stay invisible to access reviews. Alex takes app onboarding end to end, chasing owners, mapping entitlement data, driving the integration and validating it, so coverage grows without adding headcount, and the IGA platform an organization already bought starts governing more of the estate.
- [Book a Demo](https://www.twinesecurity.com/book-a-demo): Twine offers a live 30-minute session to see Alex, its AI Digital Employee for identity and access management. The session walks through how Alex would work against a specific identity estate, which workstreams he would take on first, and how autonomy and approval gates are configured. Twine takes inquiries through this form rather than a general contact address.
- [Careers](https://www.twinesecurity.com/careers): Twine Security hires people who want to build AI Digital Employees for cybersecurity, starting with Alex, an identity and access management expert who executes identity work end to end. The team lives by three values, Up, Close and Personal: ambition, collaboration, and authenticity, transparency and humility. Open roles are listed on the page, and anyone can apply with a CV or a link to their work; the team reads everything and replies either way.
- [Contact](https://www.twinesecurity.com/contact): The Twine Security contact page is where prospects, customers and partners reach the team directly. Ask about Alex, Twine’s AI Digital Employee for identity and access management, your identity environment, pricing or partnerships, using only a name and work email. A real person on the team replies.
- [Creation of Access Profiles and Access Policies](https://www.twinesecurity.com/use-cases/creation-of-access-profiles-and-access-policies): Role-based access control (RBAC) groups entitlements into roles so access can be granted by job function instead of one permission at a time. Role models decay: they are usually designed once, from an org chart, and then drift from how people actually work. Alex builds access profiles, bundles of entitlements, and their business roles from observed entitlement and usage data, proposes the policies that should govern them, and maintains them as the organization changes. The result is a role model that grants less by default and needs fewer exceptions.
- [Data Processing Addendum](https://www.twinesecurity.com/legals/dpa-us): Twine Security’s subprocessor list and data processing details, including sub-processing activities and data storage country for each provider.
- [Entitlement Optimization](https://www.twinesecurity.com/use-cases/entitlement-optimization): Entitlements accumulate faster than anyone removes them: people change roles, projects end, and access stays. Alex visualizes entitlements through a business-justification lens, so each one can be judged on why it exists rather than on who requested it. He enriches entitlement data with owner and usage context, proposes cleanup where access is excess or unjustified, and surfaces segregation of duties conflicts, combinations of access that would let one person carry out and conceal a sensitive transaction. Approved changes are executed and evidenced, so the next audit finds a smaller, better-justified entitlement estate.
- [Events](https://www.twinesecurity.com/events): Twine exhibits and speaks at cybersecurity and identity conferences through the year, including RSAC, Identiverse, the Gartner Identity & Access Management Summit and the Gartner Security & Risk Management Summit. This page lists upcoming appearances and past events, with details of where to find the team and how to book time with them on site to see Alex, Twine’s AI Digital Employee for identity. Conferences are usually the fastest way for a security team to see Alex working against a real identity estate rather than a scripted demo, and to ask the Twine team direct questions about autonomy limits, approval gates and audit evidence.
- [Full Audit Tracing for Identity Data](https://www.twinesecurity.com/use-cases/full-audit-tracing-for-identity-data): Auditors rarely ask whether a control exists; they ask when a specific access was granted, by whom, on what approval, and when it was removed. Answering that usually means reconstructing a story from logs across disconnected systems. Alex traces identity objects and transactions from beginning to end, keeping the chain of approval and change intact as evidence rather than something assembled retrospectively under deadline. Completeness and accuracy, that every in-scope account appears in the population and that access data reflects reality at review time, are standard IT general control test points under SOX and similar frameworks.
- [Glossary](https://www.twinesecurity.com/glossary): The Twine glossary gives plain definitions of the identity and security execution terms Alex works in. It covers Twine’s own vocabulary, including the execution gap, AI Digital Employee, Continuous Security Execution, human-in-the-loop, control membrane, Knowledge Fabric and Compound Learning, alongside core IAM terms such as access review, entitlement, orphaned account, segregation of duties, least privilege and joiner, mover, leaver.
- [Home](https://www.twinesecurity.com): Twine builds AI Digital Employees for enterprise cybersecurity teams. The first is Alex, an identity and access management expert who joins the team and executes identity work end to end rather than reporting findings for someone else to action. Alex plans, seeks approval, acts inside the IGA, identity provider, HR and ticketing systems an organization already runs, and documents every step. Every action is logged, attributed and auditable, and human-in-the-loop approval gates are set by the customer. Twine calls the category Continuous Security Execution: the problem enterprise security teams face is rarely a shortage of tools or findings, but the capacity to act on them.
- [How It Works](https://www.twinesecurity.com/how-it-works): A Twine AI Digital Employee works in four stages: understand the environment, map the work that needs doing, act on it, and learn from the outcome. Alex reads from the systems an organization already runs, builds a plan, routes the decisions that need a human to a human, executes the rest, and records what happened. Autonomy is configurable per action, so teams grant more of it as trust is earned. Every action is logged, attributed and reversible. Compound Learning means each completed task improves the next, and non-human identities such as service accounts and AI agents are governed alongside people.
- [Identity and Access Management (IAM)](https://www.twinesecurity.com/products/identity-and-access-management-iam): Alex is Twine’s first AI Digital Employee, an expert in identity and access management. He joins an existing security team and orchestrates IAM processes from A to Z: planning the work, routing approvals, executing changes in the systems the organization already runs, and documenting the outcome as audit evidence. Alex covers user access reviews, entitlement cleanup, least-privilege implementation, identity lifecycle management, stale and orphaned account remediation, MFA enforcement and audit tracing. He integrates with hundreds of tools including Okta, Microsoft Entra ID, AWS, Google Workspace, Jira and Snowflake, so no rip-and-replace of the existing IGA is required.
- [Implementation of the Principle of Least Privilege (PoLP)](https://www.twinesecurity.com/use-cases/implementation-of-the-principle-of-least-privilege-polp): The principle of least privilege (PoLP) holds that every identity should have only the access it needs to do its job, and no more. Most organizations can state the principle but cannot implement it, because doing so means understanding every entitlement across every application and then negotiating each removal with a business owner. Alex analyzes existing permissions across applications, maps who has access to what, proposes the reductions that lower risk most, and executes the approved ones. Least privilege becomes a continuously maintained state rather than a project that stalls after the analysis phase.
- [Integrations](https://www.twinesecurity.com/integrations): Replace this with supporting copy that explains the value to your visitor.
- [One Identity Picture](https://www.twinesecurity.com/use-cases/identity-silos-and-multiple-hr-system-bonding): Large organizations rarely have one HR system or one identity provider. Acquisitions, regions and business units each bring their own, and the same person can exist several times over with different attributes, start dates and manager records. Every downstream identity process inherits that inconsistency: joiner-mover-leaver misfires, access reviews go to the wrong manager, and audits find mismatched records. Alex bonds multiple HR and identity provider systems into one reconciled source of truth, resolves conflicts between them, and keeps the bond maintained as records change rather than as a one-off migration.
- [Pricing](https://www.twinesecurity.com/pricing): Twine does not publish a fixed price list because the work Alex takes on varies with the size and shape of an organization’s identity estate: the number of applications, the IGA and identity provider in place, the volume of accounts and entitlements, and which workstreams a team wants covered first. Prospective customers describe their environment and Twine’s team returns a custom quote. Common starting points are user access reviews on an existing IGA platform, stale and orphaned account cleanup, and identity lifecycle management.
- [Privacy Policy](https://www.twinesecurity.com/privacy): How Twine Security collects, uses, shares and protects personal information, your privacy rights, international transfers, and how to contact us.
- [Report a vulnerability](https://www.twinesecurity.com/report-a-vulnerability): How to report a security vulnerability to Twine Security: what to include, what is in scope, and what a reporter can expect in return.
- [Retrospective Access Audit](https://www.twinesecurity.com/use-cases/retrospective-access-audit): A retrospective access audit looks backwards: who held which access over a past period, whether it was approved, and whether any combination of it breached policy. Alex reconstructs that history across systems and surfaces segregation of duties violations, role combinations that could indicate or enable fraudulent behavior, with the evidence attached. Because the reconstruction is continuous rather than a one-off exercise before an audit window, findings arrive while there is still time to remediate them, and access certification campaigns start from a defensible baseline instead of a best guess.
- [SaaS Applications MFA Enforcement](https://www.twinesecurity.com/use-cases/saas-applications-mfa-enforcement): Multi-factor authentication is only a control where it is actually enforced, and in a large SaaS estate the gaps are rarely where anyone expects: an application onboarded outside the standard process, a legacy authentication path left open, an exception granted years ago and never revisited. Alex checks that applications validate identity through multiple factors before granting access, finds the applications and user populations where enforcement is missing or partial, and drives each gap to closure with the application owner. The breaches that make headlines frequently trace back to exactly these gaps.
- [Stale Account Cleanup](https://www.twinesecurity.com/use-cases/stale-account-cleanup): A stale account is one that is no longer used; an orphaned account is one with no accountable owner. Both are prime targets because nobody notices when they are abused. Alex detects inactive accounts across the estate and, rather than disabling blindly, investigates why each one persists, a seasonal worker, a service account nobody documented, an application still depending on it, then disables, reassigns or time-bounds it with the owner’s agreement. Shadow IT and unmanaged SaaS accounts surface in the same sweep, so the identity attack surface shrinks without breaking a business process.
- [Terms of Use](https://www.twinesecurity.com/terms): The terms governing your access to and use of twinesecurity.com, including site access, restrictions, intellectual property rights and liability.
- [Ticketing Ops](https://www.twinesecurity.com/use-cases/lifecycle-management): Identity lifecycle management covers the joiner, mover and leaver (JML) process: granting access when someone arrives, changing it when they move, and removing it when they leave. Most of the failure happens in the middle and at the end, where movers keep old access and leavers are deprovisioned late. Alex becomes part of the JML workstream: he finds new requests, verifies that approvals are in place, executes the access changes in the source systems, and documents each one. Onboarding gets faster, movers stop accumulating privilege, and offboarding closes the window attackers rely on.
- [Twine SaaS Agreement](https://www.twinesecurity.com/legals/saas-agreement): The subscription agreement governing access to and use of the Twine Security service, including fees, support, IP rights, confidentiality and liability.
- [User Access Review (UAR) with an Existing IGA Platform](https://www.twinesecurity.com/use-cases/user-access-review-uar): A user access review (UAR) is a periodic check that each person’s access is still appropriate. At enterprise scale reviews often become rubber stamping: reviewers approve almost everything because they face too many entitlements with too little context and a high perceived cost to removal. Alex changes the inputs rather than the deadline. He assembles evidence for each entitlement, prioritizes by risk, recommends approve, deny, modify or time-bound, and then executes the resulting removals inside the existing IGA platform. Humans keep accountability for the decisions; Alex does the assembly and the follow-through.

## Case Studies

- [The Last Mile of Identity Governance](https://www.twinesecurity.com/case-studies/the-last-mile-of-identity-governance): A multi-state US regional bank had more than 1,000 applications sitting outside its identity governance platform because the ownership and entitlement data needed to onboard them lived only with the business-unit owners who held it. Twine’s AI Digital Employee, Alex, opened a one-to-one Microsoft Teams conversation with each named owner, validated answers as they arrived, and escalated to a manager when an owner went quiet, inside an explicit allow list enforced deterministically, with no write-back to the governance or privileged access platform. Owner response reached 87%, onboarding throughput rose from one application every six weeks to three a week, and ownership was confirmed on 75% of service accounts, clearing the way for privileged access password rotation.
- [3rd Party Contractor Access on Autopilot](https://www.twinesecurity.com/case-studies/3rd-party-access-reviews): A national retailer with more than 2,000 stores across 13 acquired brands ran a weekly recertification for 23,000 third-party contractors with a seven-person identity team. Alex, Twine’s AI Digital Employee, reads the active-contractor roster, checks last sign-in against Active Directory, and brings an extend-or-revoke recommendation to the responsible manager in Microsoft Teams. All contractors were recertified in week one, production followed six weeks after the proof of concept, and no integrations or data transformations were required.
- [Epic Onboarding at Wire Speed](https://www.twinesecurity.com/case-studies/regional-health-system-automates-epic-onboarding-with-twine): A regional health system with more than 20 hospitals and over 400 clinics handed its Epic onboarding template mapping to Twine’s AI Digital Employee, Alex. Alex decides which Epic template and sub template each new hire should receive based on department, site, hospital and role, and runs it as a scheduled daily task so the analysis is ready before the team starts work. Alex is deliberately not connected to Epic: he prepares a reviewable file an Access Management expert imports, so the health system gained 20% daily time savings with zero integration projects and a human approving every grant.
- [Closing the Completeness and Accuracy Gap](https://www.twinesecurity.com/case-studies/closing-the-completeness-accuracy-gap): A publicly traded North American bank deployed Twine’s AI Digital Employee, Alex, to own the communication, evidence collection, quality review and execution work behind its Completeness and Accuracy program. Alex resolved 73% of orphaned accounts, cut identity-team workload by 78%, and handled 88% of end-user communication through Microsoft Teams. The bank kept its existing IGA: Alex executed against SailPoint, Entra ID, Active Directory, CyberArk and ServiceNow rather than replacing them, with humans certifying and every action logged.

## Research

- [AI-Driven Identity Security for Healthcare](https://www.twinesecurity.com/resources/whitepapers/ai-driven-identity-security-for-healthcare): Twine’s AI Digital Employee, Alex, works alongside a healthcare organization’s existing IAM, IGA, PAM and IDP tools to close identity gaps that manual processes cannot keep up with. Healthcare teams using Alex report a 40% reduction in IAM operational work, a 50% reduction in user access review workload, a 75% SLA improvement and 10x faster risk mitigation. Alex adds ownership and usage context to every entitlement, automates provisioning against HR and scheduling data, and keeps a continuous evidence-ready record for HIPAA, HITRUST and SOC 2 audits.

## Optional

### Blog posts

- [Twine’s Co-Founder Justin Woody Interview with On Security](https://www.twinesecurity.com/resources/justin-woody-on-security-podcast): Twine Security Co-Founder Justin Woody appears on Season 6, Episode 5 of the On Security podcast. Drawing on six years at Claroty, where customers praised the dashboard but lacked the people to do the work, he explains why no one will ever hire enough people to clear the security backlog, how an AI Digital Employee differs from an AI agent, and when an AI should act without asking.
- [Twine’s Co-Founder Nadav Erez Interview at the AWS Summit](https://www.twinesecurity.com/resources/nadav-erez-aws-summit-tel-aviv): At AWS Summit Tel Aviv on September 10, 2026, Twine Security Co-Founder and CTO Nadav Erez spoke with Noa Zilberman at the AWS Loves Cybersecurity booth for AWS’s Red-Carpet Video series. He shared customer feedback that teams can’t imagine going back to the old way, and explained what changed when security teams brought on AI Digital Employees like Alex for identity and access management work.
- [Build vs Buy Agent Calculator for Identity](https://www.twinesecurity.com/resources/build-vs-buy-agent-calculator): A twelve-question scorecard for the build-versus-buy decision on identity execution, scored out of 24 across four areas: edge cases and data, controls and audit, organizational readiness, and sustained ownership. Nineteen or above says finish what you have started; ten to eighteen says buy the execution layer and build on top of it; below ten says buy. Answer for what exists today rather than what is planned.
- [Twine + Cyera: From Detection to Resolution](https://www.twinesecurity.com/resources/twine-cyera-detection-to-resolution): Cyera discovers, classifies and prioritizes sensitive data exposure across the enterprise. Twine correlates those findings with identity and entitlement data from systems such as SailPoint, Workday and Microsoft Entra ID, establishes who is behind an exposed account, and carries the fix through to a documented, auditable action. Together they close a loop that is otherwise bridged by manual review.
- [Twine’s CEO Benny Porat on the Identity at the Center Podcast](https://www.twinesecurity.com/resources/benny-porat-identity-at-the-center-podcast): On Episode #445 of the Identity at the Center podcast, Twine Security Co-Founder and CEO Benny Porat joins host Jim McDonald to explain how Alex, Twine’s AI Digital Employee for IAM, helps cybersecurity teams close the execution gap. The conversation covers AI-driven execution versus traditional automation, governance for non-human identities, and how the IAM practitioner’s role changes as AI takes on more operational work.
- [Your JIT Access Program Is Probably a Break-Glass Program](https://www.twinesecurity.com/resources/jit-access-break-glass-program): The 2:00 AM emergency is not where just-in-time access breaks down. It is where you find out it broke down months ago. What agentic AI actually changes, and what it does not.
- [Governing Claude Enterprise With Twine](https://www.twinesecurity.com/resources/twine-anthropic-governing-claude-enterprise): Alex brings Claude Enterprise under the same identity governance as every other application: inventorying members, roles, groups and connectors, surfacing the blind spots, and routing every change for human approval before anything is applied.
- [4 Components That Make AI Truly Agentic](https://www.twinesecurity.com/resources/4-components-truly-agentic): Many companies claim to build AI agents, but four elements decide whether a system is genuinely agentic: autonomy, the capacity to operate independently from internal state rather than external commands; persistence, maintaining memory and goals across time so each interaction does not reset; reactivity, sensing and responding to changes in a dynamic environment; and proactivity, setting objectives and pushing forward rather than waiting for a perfect prompt. These are engineering commitments rather than marketing claims. Together they mark the line between a tool and a teammate.
- [5 Key Identity and Access Management (IAM) Mechanisms](https://www.twinesecurity.com/resources/5-key-iam-mechanisms): As cloud services, remote work and AI tools multiply the identities an organization must manage, five identity control points demand attention: authentication mechanisms, access controls, privileged accounts, identity federations and identity repositories. This article defines each, sets out how to enforce it, and names the common attacks against it. Workload identities now outnumber human identities roughly ten to one, and 84% of identity stakeholders report identity-related incidents directly affecting the business. Breaches at Snowflake, Microsoft and Dell illustrate what happens when these control points are left weak.
- [6 Common Causes of Failure in IGA Projects](https://www.twinesecurity.com/resources/6-causes-of-failure-iga-projects): Identity governance and administration implementations frequently overrun and underdeliver, in line with McKinsey research showing IT projects running 45% over budget and delivering 56% less value than predicted. Six causes recur: no clear business objectives or strategy; end-user resistance where certification campaigns overwhelm managers with thousands of entitlements; insufficient stakeholder engagement beyond IT and security; underestimated complexity and integration scope; and related failures of ownership and design. The examples are specific, implementing IGA without defined joiner-mover-leaver processes, or launching access reviews without training managers first.
- [7 Critical Identity-Related Attack Types](https://www.twinesecurity.com/resources/7-critical-identity-attack-types): Identity-based attacks are rising while nearly half of organizations lack the resources and skilled personnel to modernise their IAM programs. High-profile breaches show the stakes: UnitedHealth suffered an attack traced to absent multi-factor authentication, resulting in a $22M ransom and around $900M in total costs, while Snowflake was breached through stolen credentials, exposing data belonging to AT&T, TicketMaster and Neiman Marcus. The article works through seven attack types including phishing, insider threats and credential stuffing, giving concrete mitigations for each, from SPF, DKIM and DMARC through to eliminating idle accounts and mapping organizational exposure.
- [Access Reviews Are Broken: Why Rubber Stamping Happens (and What Agentic UARs Change)](https://www.twinesecurity.com/resources/access-reviews-are-broken): Access reviews are designed to enforce least privilege, but at enterprise scale they devolve into rubber stamping where reviewers approve nearly all entitlements. This is structural rather than negligent: reviewers face excessive entitlement volume, insufficient context about each entitlement’s purpose, and a high perceived cost to removal in workflow disruption and escalations. Organizations typically respond with more reminders, stricter deadlines and extra approvals, which improve completion metrics without improving decision quality. Agentic user access reviews instead assemble evidence, generate recommendations and may take bounded follow-up action within policy limits, distinct from autonomous revocation.
- [Your AI Agent Doesn’t Think Like You (It’s a Feature, Not a Bug)](https://www.twinesecurity.com/resources/ai-agent-doesnt-think-like-you): Large language models pass Turing’s imitation game in ordinary conversation, yet struggle to count letters in a word while holding more knowledge than any individual. The key insight is that LLMs are not more or less intelligent than humans; they have a different intelligence. Practical consequences follow. Agents do not emote: given verbose, contradictory instructions they will not express confusion or ask for clarification, but attempt compliance and often hallucinate. Designers should build environments with nudges and sludges that make correct tool usage intuitive and incorrect usage difficult.
- [Twine Is Anthropic Cyber Verified: Raising the Bar for Trusted AI Identity Operations](https://www.twinesecurity.com/resources/anthropic-cyber-verified): Twine has joined Anthropic’s Cyber Verification Program, an application-based initiative that verifies organizations whose cybersecurity use of Claude models serves legitimate defensive purposes. Verified organizations can apply Claude to dual-use security tasks that are otherwise blocked by default, provided the work stays grounded in defensive objectives. Safeguards operate across two layers: Anthropic’s model layer controls what the underlying models will execute, while Twine’s control membrane governs what Alex executes inside a customer environment through autonomy settings, approvals and audit trails. Existing customer controls are unchanged.
- [Building Trust in Agentic AI](https://www.twinesecurity.com/resources/building-trust-agentic-ai): Agentic AI brings reasoning and autonomy to identity and access management, but organizations will not hand over access decisions without confidence in how those decisions are made. This article sets out five trust-building strategies used by companies deploying agents into serious workflows, starting with transparency and explainability, superior agents show their reasoning chains, not just their results, and human-in-the-loop design, where customers define which decisions require sign-off based on risk, and retain override capability. Deloitte’s 2024 State of AI report found 44% of enterprise leaders planning to invest in explainability.
- [Copilots vs. Digital Employees in Identity](https://www.twinesecurity.com/resources/copilots-vs-digital-employees): Enterprise AI in identity faces a choice: optimize human operators through copilots, or remove coordination burdens using digital employees. The core difference is accountability. Copilots accelerate individual tasks, drafting plans, investigating alerts, assembling approvals, while humans retain responsibility for coordination, validation and governance. Digital employees own bounded domains and drive complete workflows: Plan, Coordinate, Execute, Validate, Document. Copilots thrive given clean identity data, centralised authority and unified control planes, conditions that rarely hold in mature hybrid enterprises running Entra, Active Directory, PAM, IGA, ITSM and legacy applications together. Copilots deliver linear value; digital employees compound.
- [The Core Pillars of Identity Access Management (IAM) - and Their Unifying Force](https://www.twinesecurity.com/resources/core-pillars-of-iam): Identity and access management rests on three pillars: Identity Governance and Administration, which manages access rights and certifications; Access Management, which controls how users authenticate and reach resources; and Privileged Access Management, which contains the accounts carrying the most risk. Each pillar has its own people, processes and technologies. The article argues that the pillars are held together by a fourth element that is usually missing, execution. Knowing which access should change is the easier half; carrying the change through across systems and owners is where identity programs stall.
- [How to Talk to Humans: The Art of Asking Questions](https://www.twinesecurity.com/resources/how-to-talk-to-humans): Poorly designed AI agents interrogate users with a barrage of questions before accomplishing anything, which makes the interaction feel like completing a form rather than collaborating. The quality of an agent depends not just on what it knows but on how and when it asks. Agents should do the homework first: research, narrow options and eliminate dead ends independently, then ask only what they genuinely cannot resolve. The comparison is a junior assistant asking many preference questions against a senior one who checks calendars and past trips, then presents two targeted options. When questions are necessary, structured choices beat free text.
- [Why IAM Completeness and Accuracy Keeps Failing at Financial Institutions](https://www.twinesecurity.com/resources/iam-completeness-accuracy-financial-institutions): Every 90 days the same backlog returns at large financial institutions: orphaned accounts, missing ownership records, non-human identities with no expiration date, and access certifications no reviewer can meaningfully validate. Completeness means every in-scope account appeared in the review population; accuracy means access data reflected reality at review time. Both are standard IT general control test points under SOX. Neither is primarily an audit problem, they are operational failures that become visible during audits. Failure modes vary by institution tier, from scale and M&A sprawl at Tier 1 banks to thin staffing at smaller ones.
- [The Last Manual Audit: Agentic AI and the Future of Compliance](https://www.twinesecurity.com/resources/last-manual-audit): Roughly 70% of large companies conduct annual cybersecurity audits, and they are widely dreaded: compliance teams spend months gathering evidence, working extended hours and absorbing operational slowdowns while auditors request documentation on tight deadlines. The author recounts an identity and access management audit at IBM’s financial services division, where four auditors submitted 40 requests with a 72-hour deadline and four-hour response requirements. Audits amount to digital archaeology - reconstructing narratives from logs, permission changes and decisions buried in historical records. AI Digital Employees differ from scripted tooling because they investigate with agency and adapt their approach.