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Solutions like Anaplan and Adaptive handle budgeting, forecasting, scenario modeling, and performance analysis that help CFOs make strategic decisions.",[],{"_key":560,"_type":424,"children":561,"markDefs":565,"style":432},"a196429238e9",[562],{"_type":428,"marks":563,"text":564},[],"The critical limitation lies in a fundamental assumption. These platforms expect clean, accurate data to already exist in the system of record. They import balances, apply planning logic, and produce forecasts based on that foundation. When underlying data contains unmatched transactions or misclassified accounts, the system cannot fix these issues. It can only report on them.",[],{"_key":567,"_type":424,"children":568,"markDefs":579,"style":432},"5872d2495415",[569,572,576],{"_type":428,"marks":570,"text":571},[],"Finance teams discover problems during ",{"_type":428,"marks":573,"text":575},[574],"1a4d906f-390a-44ce-9663-dd0fb5766c45","variance analysis",{"_type":428,"marks":577,"text":578},[],", then manually investigate root causes and make corrections in the ERP. The cycle repeats every planning period because no system addresses the operational execution gap.",[580],{"_key":574,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":581},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fvariance-analysis",{"_key":583,"_type":424,"children":584,"markDefs":592,"style":432},"d809abc103aa",[585,588],{"_type":428,"marks":586,"text":587},[],"Helpful resource: ",{"_type":428,"marks":589,"text":591},[590],"8a719203-48e9-4e5b-882f-78879d2ab97a","APM vs. EPM vs. Close Management: Understanding Finance's Tech Stack Evolution",[593],{"_key":590,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":594},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fapm-epm-close-management",{"_key":596,"_type":424,"children":597,"markDefs":601,"style":521},"71d5d8d232da",[598],{"_type":428,"marks":599,"text":600},[],"APM: The Autonomous Execution Layer",[],{"_key":603,"_type":424,"children":604,"markDefs":615,"style":432},"65975b7c77d5",[605,608,612],{"_type":428,"marks":606,"text":607},[],"Agentic Performance Management represents a structural departure from both transaction recording and strategic planning. APM platforms deploy ",{"_type":428,"marks":609,"text":611},[610],"ea949bce-f03b-43f7-b8e4-859b8b883dff","autonomous agents",{"_type":428,"marks":613,"text":614},[]," that own and execute complete accounting workflows from start to finish.",[616],{"_key":610,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":617},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fautonomous-agents-finance",{"_key":619,"_type":424,"children":620,"markDefs":631,"style":432},"5b242e47f92a",[621,624,628],{"_type":428,"marks":622,"text":623},[],"An agent managing intercompany reconciliation does not create a checklist of accounts to review. It performs the reconciliation continuously, ",{"_type":428,"marks":625,"text":627},[626],"daa46084-2181-40ad-bd16-ae6dc01fd7ea","matching transactions",{"_type":428,"marks":629,"text":630},[]," across entities, identifying discrepancies, and posting correcting entries automatically. When exceptions arise that require judgment, the agent escalates appropriately. Otherwise, it completes the work without human intervention.",[632],{"_key":626,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":633},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Ftransaction-matching",{"_key":635,"_type":424,"children":636,"markDefs":640,"style":432},"059c2fb8f09e",[637],{"_type":428,"marks":638,"text":639},[],"The architecture combines three elements working in concert. A native general ledger provides transaction-level access to financial data. Task management delivers governance and oversight so agents operate within defined parameters. Autonomous agents execute the actual accounting work that currently happens manually in spreadsheets and email chains.",[],{"_key":642,"_type":424,"children":643,"markDefs":647,"style":432},"24e44b8581b9",[644],{"_type":428,"marks":645,"text":646},[],"This closed-loop system transforms finance from a coordination function into an operational system that runs continuously rather than in monthly cycles. The agent completes work, creates tasks for approval when needed, writes results back to the general ledger, and generates additional work in an ongoing cycle.",[],{"_key":649,"_type":500,"data":650,"image":660,"markDefs":6,"type":512},"415455073280",{"altText":6,"asset":651,"bgColor":653,"caption":6,"dimensions":654,"lqip":658,"originalFilename":659},{"_ref":652,"_type":40},"image-c6386c9a526e74a4e1d56e43f620d25aa0413682-1080x1204-png","#f4fcee",{"_type":43,"aspectRatio":655,"height":656,"width":657},0.8970099667774086,1204,1080,"data:image\u002Fpng;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAWCAYAAADAQbwGAAAACXBIWXMAAAsTAAALEwEAmpwYAAADoUlEQVR4nI2U21NaVxTGzx+TJnC4w4EgSKxRlFImGaczfc1k8txOTSsKSAIW0EAkYGIeO9OH\u002FgV96ENf2k47yVStIFcRUbwFxUuCqXn8MmvhYWqH1jx8s9de61u\u002FmX3W3kdonTXxXzo5baB5vI2D4200T3Zx3HqFN38f4PTdIatbj\u002FDvBDW8frvP2jvYQKG8jFxxCaVKFrWtEponO+whfRDwuNVAo1nHbqOGWr2ElcIilnN\u002FMrS8lsXGdhk7jRr2j7b4BK3LgGQiWHWjiOJqBrnSErKFBawUF1Eo\u002F4V8eQmr1RxDPwjYOmvi6M0edl6tY71eYq1tFLBWy2N9s4jqZgFbu1Ucvt7remyhG2y9XkYmt4DFzAssZV9ikZSR1xdcIw95W5cBq5tFfP\u002FDdxgPTOC+9z6+9n2DseA4xoITHFNuIjDOHvK2LgNm8gvwBrywOuzQSyYYrRaYHDaYHHaO9ZIEa68dXr+Xva3\u002FA56eHfJxRsdGYbCYodBoIOp0UOi0LJFWjQZ6s4SvxkaxnFvgnq5Amhhdlz9e\u002Fgrf5ASGP3Wjf2gQ\u002FUNO3BjoZ93k\u002FSCGPW72kLfRrF+Ydge4u1\u002FDTz\u002F\u002FiPT8E0wnYpiOT2MmMcNrZCaC6KMophPTF5SeT3EP9V4A0jNaXc8jlohg5PPP8MXol4gn45hNz2I2\u002FRjJdALJ9GOOKUc18pA3lohwr\u002FwUO8DSWhb+hz5IPVZY7D18tJvDTgy4nPjE44TL48Sgy8k5Ojp5JJuVe6i3A5QvZ3Eti0AoAON1C66qRCg0alxTq3BNLUKtb4tiylGNPOQNhPwMlP8DApHfvjtCsbIC\u002FwM\u002FT1Cp1UBrMkKt10FBUJWyA1PpddAYDQzVWyTuKVVWmEEsoVzJoVzJ47fff0EoEoZn5BZP0TNyG+7bHjjdLgy6hjDgGuLYfcvDNdkTioS4lxjEEvxBH3xBHwIPJxGLx5CcSyI9n8bT53OYe55G6lkKqadP2nqW4hzVyEPeWDzGvcQglqCTTCDZ+m7gzr27mAwFEY5OIRwNs6aiYXwbm2LJuXZ+ir137t3lXpkjfCQqcUWkb6Ti73fdbuOnRU+PZHP04uM+B\u002Fr6HOg5z3G9185evSRxLzGIJbQn2RZNrr2quHhFqcBVUQmVSoSoEjmmvOzrJoGneC56q1qjEVqjAaJWwxOmaSrPJe\u002FVBn3niDR1uZ\u002FqAl0RMrFRr4PBbIbBLLWvzHmeYf+ICWi0mPkHQrFcJ9Z7qYCtrgbl0EgAAAAASUVORK5CYII=","699f3583f6ce50ce8c0e9ccf_Finance%20Stack%20Pyramid.png",{"_type":512,"asset":661},{"_ref":652,"_type":40},{"_key":663,"_type":424,"children":664,"markDefs":668,"style":490},"20788a053600",[665],{"_type":428,"marks":666,"text":667},[],"Why ERP and EPM Leave Finance Teams in Spreadsheets",[],{"_key":670,"_type":424,"children":671,"markDefs":679,"style":432},"c5df458df384",[672,676],{"_type":428,"marks":673,"text":675},[674],"e69c051a-4af9-4cae-ba78-5b5d1771aa98","Research shows",{"_type":428,"marks":677,"text":678},[]," that 90 percent of organizations still rely on spreadsheets for essential finance processes like reconciliations and variance analysis, even with advanced ERPs and EPM platforms. This reveals a fundamental gap in the finance technology landscape.",[680],{"_key":674,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":681},"https:\u002F\u002Fwww.techradar.com\u002Fpro\u002Falmost-all-firms-are-still-reliant-on-spreadsheets-is-it-time-for-change",{"_key":683,"_type":424,"children":684,"markDefs":688,"style":432},"aaaa09a9a794",[685],{"_type":428,"marks":686,"text":687},[],"ERPs capture transactions but cannot automate the complex matching, reconciliation, and analysis work before books close. EPM platforms assume this operational work is already complete. When operational processes remain manual, EPM simply highlights consequences without addressing root causes.",[],{"_key":690,"_type":424,"children":691,"markDefs":709,"style":432},"8f6165d75c46",[692,695,699,702,706],{"_type":428,"marks":693,"text":694},[],"The gap becomes especially problematic as organizations scale. Adding entities increases ",{"_type":428,"marks":696,"text":698},[697],"474f1a8a-b6cd-412b-a4b6-fc9ea5e745fb","intercompany transactions",{"_type":428,"marks":700,"text":701},[]," exponentially. A company with three entities might have six intercompany relationships. At ten entities, that number jumps to 90 potential transaction pairs. Traditional tools offer no path to manage this complexity ",{"_type":428,"marks":703,"text":705},[704],"3f7e91cd-4376-4f92-a0b5-cc308a5c1fa8","without proportional headcount increases",{"_type":428,"marks":707,"text":708},[],".",[710,712],{"_key":697,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":711},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fintercompany-transactions",{"_key":704,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":713},"https:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fscaling-finance-operations",{"_key":715,"_type":424,"children":716,"markDefs":724,"style":432},"6d360248036e",[717,721],{"_type":428,"marks":718,"text":720},[719],"56473c0d-c4ad-4ee2-87e6-e01b6a3e8839","Close Management platforms",{"_type":428,"marks":722,"text":723},[]," attempted to address this gap through structure and visibility. However, coordination is not execution. A well-organized checklist with 50 incomplete tasks is still 50 tasks that someone must complete manually.",[725],{"_key":719,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":726},"https:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fbest-financial-close-automation-software",{"_key":728,"_type":424,"children":729,"markDefs":733,"style":490},"a176824b263b",[730],{"_type":428,"marks":731,"text":732},[],"What Makes APM Different From ERP and EPM",[],{"_key":735,"_type":424,"children":736,"markDefs":740,"style":432},"d1890109cb7d",[737],{"_type":428,"marks":738,"text":739},[],"Agentic Performance Management separates itself from traditional finance software through three fundamental capabilities that neither transaction recording nor strategic planning systems provide. These differences determine whether technology actually reduces workload or simply reorganizes it.",[],{"_key":742,"_type":424,"children":743,"markDefs":747,"style":521},"b4017b56d885",[744],{"_type":428,"marks":745,"text":746},[],"Automating Errors, Not Just Transactions",[],{"_key":749,"_type":424,"children":750,"markDefs":754,"style":432},"c669754aecf8",[751],{"_type":428,"marks":752,"text":753},[],"Most finance automation focuses on transaction creation. AI tools categorize expenses, generate invoices, or auto-populate forms. This approach assumes transactions are recorded correctly and simply need to be captured faster.",[],{"_key":756,"_type":424,"children":757,"markDefs":761,"style":432},"e5668a82ca53",[758],{"_type":428,"marks":759,"text":760},[],"APM takes a different approach by automating error detection and correction. Rather than helping record more transactions quickly, agents identify what was recorded incorrectly and fix it automatically.",[],{"_key":763,"_type":424,"children":764,"markDefs":768,"style":432},"6bcf7e773b90",[765],{"_type":428,"marks":766,"text":767},[],"This distinction matters because most month-end work involves finding and fixing mistakes rather than recording new transactions. Controllers investigate why accounts do not balance, which intercompany transactions failed to match, and what caused variances. Agents that handle this investigative and corrective work deliver far more value than tools that simply speed up initial recording.",[],{"_key":770,"_type":424,"children":771,"markDefs":779,"style":432},"d450dae7fa0b",[772,776],{"_type":428,"marks":773,"text":775},[774],"c50985fd-43f8-42d4-9e20-ac1eb69e8bca","Transaction Patrol agents",{"_type":428,"marks":777,"text":778},[]," continuously monitor the general ledger for misclassifications and posting errors. Matching agents reconcile transactions across entities, flagging discrepancies. Flux analysis agents drill down to transaction-level changes that explain variances, eliminating hours of manual investigation.",[780],{"_key":774,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":781},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Ftransaction-patrol",{"_key":783,"_type":424,"children":784,"markDefs":788,"style":521},"f45edde1b40f",[785],{"_type":428,"marks":786,"text":787},[],"The Three-Pillar Architecture",[],{"_key":790,"_type":424,"children":791,"markDefs":795,"style":432},"7f63b294be8c",[792],{"_type":428,"marks":793,"text":794},[],"APM platforms combine capabilities that historically existed in separate systems. The general ledger component provides transaction-level access to financial data rather than working with summary balances. This granularity enables agents to investigate specific transactions, understand root causes, and make precise corrections.",[],{"_key":797,"_type":424,"children":798,"markDefs":802,"style":432},"a1532e91874f",[799],{"_type":428,"marks":800,"text":801},[],"Task management ensures agents operate within appropriate governance. The task layer creates approval workflows, maintains audit trails, and escalates exceptions that require human judgment while allowing routine execution to proceed automatically.",[],{"_key":804,"_type":424,"children":805,"markDefs":816,"style":432},"aceddf7e8e16",[806,809,813],{"_type":428,"marks":807,"text":808},[],"Autonomous agents perform the actual accounting work. Multiple specialized agents work together on complex workflows. An intercompany ",{"_type":428,"marks":810,"text":812},[811],"a4750991-8a6d-4494-be71-7b1e63791b7b","matching agent",{"_type":428,"marks":814,"text":815},[]," identifies transactions that should offset across entities. A resolution agent prepares adjusting entries when amounts do not match. A post-close agent generates elimination entries for consolidation.",[817],{"_key":811,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":818},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fmatching-agents",{"_key":820,"_type":424,"children":821,"markDefs":825,"style":432},"a5e13ed40a05",[822],{"_type":428,"marks":823,"text":824},[],"This three-part architecture delivers something neither ERP nor EPM can provide. The system executes operational accounting work autonomously while maintaining the control and auditability that enterprise finance requires.",[],{"_key":827,"_type":424,"children":828,"markDefs":832,"style":521},"b6675d5dfd43",[829],{"_type":428,"marks":830,"text":831},[],"Working Within Existing Processes",[],{"_key":834,"_type":424,"children":835,"markDefs":839,"style":432},"b17209b9bcc8",[836],{"_type":428,"marks":837,"text":838},[],"APM platforms do not require finance teams to change how they record transactions or restructure operations. Agents work alongside existing ERPs, integrating with whatever planning and close management tools are already in place.",[],{"_key":841,"_type":424,"children":842,"markDefs":846,"style":432},"63c4dfc91a90",[843],{"_type":428,"marks":844,"text":845},[],"This matters because process change represents a major barrier to technology adoption in finance. Teams cannot easily coordinate subsidiaries in different countries to record intercompany transactions the same way. Any solution that requires process standardization before delivering value faces enormous implementation challenges.",[],{"_key":848,"_type":424,"children":849,"markDefs":853,"style":432},"45674fe1495f",[850],{"_type":428,"marks":851,"text":852},[],"APM agents adapt to existing processes rather than demanding conformity. If different entities use different coding structures, agents normalize data for matching. If teams cannot record intercompany transactions simultaneously, agents identify and match them after the fact.",[],{"_key":855,"_type":424,"children":856,"markDefs":864,"style":432},"7df0469b3c9a",[857,860],{"_type":428,"marks":858,"text":859},[],"For a deeper dive, check out: ",{"_type":428,"marks":861,"text":863},[862],"9b074726-d62f-4c81-bb8f-7fcca0ed3b64","Breaking the CFO's Impossible Triangle: Speed, Accuracy, and Cost",[865],{"_key":862,"_type":474,"linkPageModule":6,"newTab":12,"page":6,"type":14,"url":866},"http:\u002F\u002Fwww.nominal.so\u002Fblog\u002Fcfo-impossible-triangle",{"_key":868,"_type":424,"children":869,"markDefs":873,"style":490},"43837ef3c787",[870],{"_type":428,"marks":871,"text":872},[],"How APM Completes the Finance Tech Stack",[],{"_key":875,"_type":500,"data":876,"image":885,"markDefs":6,"type":512},"6e4609e34390",{"altText":6,"asset":877,"bgColor":879,"caption":6,"dimensions":880,"lqip":883,"originalFilename":884},{"_ref":878,"_type":40},"image-594959df5311145c5811572fbbcdafc2a5cc9623-1080x1053-png","#bcc6b3",{"_type":43,"aspectRatio":881,"height":882,"width":657},1.0256410256410255,1053,"data:image\u002Fpng;base64,iVBORw0KGgoAAAANSUhEUgAAABQAAAAUCAYAAACNiR0NAAAACXBIWXMAAAsTAAALEwEAmpwYAAADyElEQVR4nIWU6VObVRTG8y+wb1nIRrZ3yQttcdqxHe20jh\u002F8oF901LE4zhSnNSRNQqBJk9ohlDpVCyVSaoGEraZQIltYSgkNaSBsRa1VW53xT3mcexpwMFE\u002F\u002FObc5X2fe+9zzz2ykqIi\u002FB+lxcV5Yz5k+QYrysqgUihQrVRSVKtUBOsTKhVUSiUqy8tzxGVs4J9UVVZCr9XCZDRC4DjU1Uqoq62FZLVCEkXUShKsogidRoOykpKDgsUFhWAUZWFtNlFeWgqlXA6TwQCR5w8gcDx4swWaanWuoFarwR66PTRqaLVq1Oh1sJhN4HkLIQgcRIGHwHPgLGZo1NW5gjbXOdic5+BotsHZas\u002FB3vwZmtznCYfHBmeLHa6LDpx3fIpTb5yEQl6F4sLCvwVnH01hOhHDQmoWDzcWkdha2md5YxFzqRlMJ77HzMokFtNxJDYfYHU3gdmVSVpEp9OgqKBg\u002F3Jk4bEB9EXvYGCsD0MTEYxMDmF0chijU8PUDo8PoJ\u002FN3+vH+HwUyScJ\u002FPjnDlI\u002FrMDjd6GmRke+7ws6Ljpgb7WDxQteJ5w+F8HaNNdiR1OLHfZWB3ztPvREQojOjNIiH589Qz4eEPx2pBe9Qz30weD98EsmwtTvGQwhNHAToXA3vol048ue67B5mvBew\u002Ft4+913UH+0HlWVFQcvhXkztRxDPDlNHi2uzWMps4D5xzOIPRinY7K4mJ5DdOYuzjQ2gD8kocZihkqdJ22CXwfR9lUbwdrtN9rR0XkV7TeCuHL9Ci5\u002FcRkdXR3kKfP4g08+hNkqQGs0QKFS5Qp6g14wLl31I3AtQPg7\u002FPAFffC2eck3NsYWdPvdOP3WmzAJPHQmI5TVeQQnFsZwf2GM0mI+NYuFdBzx1exx56Jkx734d3AHmnHi1OvgJBEGzgL9vwkOxQYxmE2Xu9Mj9DODHW84FqEFmK9sd9KRQ7Sz\u002FxS84HNm0+Vlyrguueln1vd87kFXXyfl6dmmRoiH66A3m0hQxzxUKihdDryUm\u002F1d6LrTSWnRO3wLtxkjt3B7tBehSDcCHQF81NiAE6dPwiwKdLtsdxq9DgqFgorIXpUiwZXtJUqTRzsPsfZ0FRu\u002FpImt39axvLUE\u002FzU\u002Fjr12nMSMAkeCOoMBBqMBPGehasRKHaubTFS2\u002FnOKnlH6pyQ2f13DzosNbL\u002FIYPePLSR3E3TDrxw\u002FRjfLYIJaQw1MJiPqJAmSVaTqw6oU81O2\u002Fuwx0k+TyDxL0a62n2ew9TyDJ79v0rtlR65\u002F9SgJMe9Y1Oj1UMjlqKqozFKB8rJSOvJfifwtkeEJl9AAAAAASUVORK5CYII=","699f3597c00517470a9a7b21_Finance%20Stack%20Flow%20Diagram.png",{"_type":512,"asset":886},{"_ref":878,"_type":40},{"_key":888,"_type":424,"children":889,"markDefs":893,"style":432},"4357662c42a2",[890],{"_type":428,"marks":891,"text":892},[],"APM does not replace ERP or EPM. It fills the execution gap between them, creating a complete finance technology architecture where each layer serves its purpose without leaving manual work unaddressed.",[],{"_key":895,"_type":424,"children":896,"markDefs":900,"style":432},"81e5e4cd0e1c",[897],{"_type":428,"marks":898,"text":899},[],"The ERP remains the system of record, capturing transactions and maintaining the official general ledger. EPM continues handling planning, budgeting, and strategic analysis that inform executive decision-making. APM adds the autonomous execution layer that performs operational accounting work, running continuously throughout the period rather than waiting for month-end.",[],{"_key":902,"_type":424,"children":903,"markDefs":907,"style":432},"557874ea9aa2",[904],{"_type":428,"marks":905,"text":906},[],"This architecture works because each category operates at a different level. EPM focuses on forward-looking strategy. ERP captures backward-looking transactions. 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