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Technip Energies, a world-leading engineering and technology player, recognized the need to increase predictability and visibility into project performance to mitigate the challenging economic environment. ",[],{},{"nodeType":233,"data":5108,"content":5109},{},[5110,5114,5121],{"nodeType":232,"value":5111,"marks":5112,"data":5113},"The ",[],{},{"nodeType":4170,"data":5115,"content":5117},{"uri":5116},"https:\u002F\u002Fwww.ten.com\u002Fen",[5118],{"nodeType":232,"value":4883,"marks":5119,"data":5120},[],{},{"nodeType":232,"value":5122,"marks":5123,"data":5124}," management team had a clear vision for the future: build a data-centric enterprise solution and create a single source for validated project management data across different disciplines and entities in the organization. The scope of the gradual digital transformation initiative includes: ",[],{},{"nodeType":4084,"data":5126,"content":5127},{},[5128,5138,5148],{"nodeType":4063,"data":5129,"content":5130},{},[5131],{"nodeType":233,"data":5132,"content":5133},{},[5134],{"nodeType":232,"value":5135,"marks":5136,"data":5137},"Integrate project execution and data management across engineering, estimating, cost control, procurement, construction subcontracting, planning and contract management ",[],{},{"nodeType":4063,"data":5139,"content":5140},{},[5141],{"nodeType":233,"data":5142,"content":5143},{},[5144],{"nodeType":232,"value":5145,"marks":5146,"data":5147},"Integrate quantities and cost management from engineering to procurement and eventually construction subcontracting ",[],{},{"nodeType":4063,"data":5149,"content":5150},{},[5151],{"nodeType":233,"data":5152,"content":5153},{},[5154],{"nodeType":232,"value":5155,"marks":5156,"data":5157},"Automate quantity and cost budgeting from estimating to cost control, and feed-back from cost control to estimating ",[],{},{"nodeType":4183,"data":5159,"content":5160},{},[5161,5165],{"nodeType":232,"value":4772,"marks":5162,"data":5164},[5163],{"type":4190},{},{"nodeType":232,"value":1420,"marks":5166,"data":5167},[],{},{"nodeType":233,"data":5169,"content":5170},{},[5171],{"nodeType":232,"value":5172,"marks":5173,"data":5174},"For historical reasons, Technip Energies had a challenging setup for managing project performance. The organization had a siloed infrastructure where different departments had unique data models. For example, cost control and cost estimating were using different cost-breakdown structures (CBS).",[],{},{"nodeType":233,"data":5176,"content":5177},{},[5178],{"nodeType":232,"value":5179,"marks":5180,"data":5181}," The first step toward an integrated environment was to work on what the Technip Energies leadership team identified as key enablers for digital transformation: defining master data and agreeing on a single data model for the organization. This was the first step towards the gradual digital transformation of the project control processes. ",[],{},{"nodeType":233,"data":5183,"content":5184},{},[5185],{"nodeType":232,"value":5186,"marks":5187,"data":5188},"In addition to aligning and setting up a shared data model, Technip Energies worked on standardizing lean work processes across the organization.",[],{},{"nodeType":233,"data":5190,"content":5191},{},[5192],{"nodeType":232,"value":5193,"marks":5194,"data":5195},"“This is an ongoing process for us – as you can imagine, in an organization with 15,000 employees worldwide, the work will continue for a few years. Now we are at a point where cost control has been digitalized and we are taking steps towards a fully digitalized project environment,” said Yann Guyot, Cost Control & Risk Management Director at Technip Energies. ",[],{},{"nodeType":233,"data":5197,"content":5198},{},[5199],{"nodeType":232,"value":5200,"marks":5201,"data":5202},"The upcoming road map for digitalization includes construction subcontracting, estimating, planning and contract management. ",[],{},{"nodeType":4183,"data":5204,"content":5205},{},[5206,5211],{"nodeType":232,"value":5207,"marks":5208,"data":5210},"Realizing results",[5209],{"type":4190},{},{"nodeType":232,"value":1420,"marks":5212,"data":5213},[],{},{"nodeType":233,"data":5215,"content":5216},{},[5217],{"nodeType":232,"value":5218,"marks":5219,"data":5220},"Technip Energies chose Sequence Enterprise (formerly EcoSys) solution to support digitally transforming its project control processes. ",[],{},{"nodeType":233,"data":5222,"content":5223},{},[5224],{"nodeType":232,"value":5225,"marks":5226,"data":5227},"“We have deployed Sequence Enterprise in all of our projects across the globe,” Guyot said. “The flexibility of the software enables a progressive approach to digital transformation: we started with cost control and materials management with Intergraph Smart Materials and have created our work map for the next digitalization steps.” ",[],{},{"nodeType":4183,"data":5229,"content":5230},{},[5231,5236],{"nodeType":232,"value":5232,"marks":5233,"data":5235},"Cost control",[5234],{"type":4190},{},{"nodeType":232,"value":1420,"marks":5237,"data":5238},[],{},{"nodeType":233,"data":5240,"content":5241},{},[5242],{"nodeType":232,"value":5243,"marks":5244,"data":5245},"Technip Energies has used Sequence Enterprise for cost control for the past 10 years. The work started with budgeting and integration with the ERP systems for actuals and commitments and later included improving forecasting and project portfolio management. Sequence Enterprise also supports tender cost management by tracking commercial personnel expenses during a tender process. The company can now calculate forecasts and develop project control plans easily through automated interfaces. ",[],{},{"nodeType":4228,"data":5247,"content":5248},{},[5249,5254],{"nodeType":232,"value":5250,"marks":5251,"data":5253},"Quantity management",[5252],{"type":4190},{},{"nodeType":232,"value":1420,"marks":5255,"data":5256},[],{},{"nodeType":233,"data":5258,"content":5259},{},[5260],{"nodeType":232,"value":5261,"marks":5262,"data":5263},"Technip Energies has also integrated Sequence Enterprise with Loop Core (formerly HxGN SupplyChain Core). Loop Core is used for technical data and technical production data management. The materials quantity information is integrated with Sequence Enterprise, making the data available to the cost control department. Having automated access to materials requisition data enables the department to do better and more accurate forecasting. Similarly, having access to purchase order information and material takeoffs (MTO) enables real-time comparison to see how the MTOs are evolving. ",[],{},{"nodeType":4228,"data":5265,"content":5266},{},[5267,5272],{"nodeType":232,"value":5268,"marks":5269,"data":5271},"Construction subcontracting",[5270],{"type":4190},{},{"nodeType":232,"value":1420,"marks":5273,"data":5274},[],{},{"nodeType":233,"data":5276,"content":5277},{},[5278],{"nodeType":232,"value":5279,"marks":5280,"data":5281},"The next step in the project control digitalization is construction subcontracting. Historically, the data breakdown structure of pay items for construction works did not share the same data model across company and projects. The data was stored in Excel sheets, which meant manual work in locating price schedules and difficulty knowing you had the latest, most correct information at hand. As this data is used to forecast project costs, creating forecasts was also tedious and time-consuming. To overcome the challenge, Technip Energies worked on aligning the data breakdown structure with the other domains of the company while using Sequence Enterprise to digitalize and standardize the data into a centralized platform. ",[],{},{"nodeType":4228,"data":5283,"content":5284},{},[5285],{"nodeType":232,"value":5286,"marks":5287,"data":5289},"Estimating",[5288],{"type":4190},{},{"nodeType":233,"data":5291,"content":5292},{},[5293],{"nodeType":232,"value":5294,"marks":5295,"data":5296},"Estimating is another challenge for the company, as there wasn’t a shared platform for estimating and cost control. Sequence Enterprise is intended to be used to build estimating price sheets with the same CBS as what the project execution team uses. This will create two significant benefits: ",[],{},{"nodeType":4084,"data":5298,"content":5299},{},[5300,5310],{"nodeType":4063,"data":5301,"content":5302},{},[5303],{"nodeType":233,"data":5304,"content":5305},{},[5306],{"nodeType":232,"value":5307,"marks":5308,"data":5309},"Swift transition between the estimation spreadsheet and budget of the project to enable better visibility into performance ",[],{},{"nodeType":4063,"data":5311,"content":5312},{},[5313],{"nodeType":233,"data":5314,"content":5315},{},[5316],{"nodeType":232,"value":5317,"marks":5318,"data":5319},"Automated feedback: Sequence Enterprise generates data on a daily basis so that employees will not have to reconcile data from Excel Sheets, creating both more trustworthy reporting and saving work hours. ",[],{},{"nodeType":4228,"data":5321,"content":5322},{},[5323],{"nodeType":232,"value":5324,"marks":5325,"data":5327},"Planning ",[5326],{"type":4190},{},{"nodeType":233,"data":5329,"content":5330},{},[5331],{"nodeType":232,"value":5332,"marks":5333,"data":5334},"Technip Energies is currently working on the enablers for digitalizing planning by standardizing how tasks are planned and what data structures are used across the different departments. Once this work is done, Sequence Enterprise and Primavera P6 will be used to create a platform for historical planning data and project execution information. 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Machine learning, Hands of robot and human touching on big data network connection background, Science and artificial intelligence technology, innovation and 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and the future of project management: bridging the data divide","AI and the future of project management: Bridging the data divide","ai-and-the-future-of-project-management-bridging-the-data-divide",{"sys":6505,"metadata":6515,"fields":6518},{"space":6506,"type":10,"id":6508,"contentType":6509,"revision":191,"createdAt":6511,"updatedAt":6512,"publishedAt":6512,"firstPublishedAt":6512,"publishedVersion":90,"environment":6513},{"sys":6507},{"type":7,"linkType":8,"id":9},"6zslnY4x8WWdfsVtjR74ne",{"sys":6510},{"type":7,"linkType":14,"id":814},"2026-01-30T17:29:50.939Z","2026-02-02T15:23:56.179Z",{"sys":6514},{"id":23,"type":7,"linkType":24},{"tags":6516,"concepts":6517},[],[],{"linkTitle":6519,"url":6520,"openInNewTab":81},"See how an EPP solution like Sequence Enterprise can help your organization maximize AI advancements.  ","https:\u002F\u002Faliresources.hexagon.com\u002Fenterprise-project-performance\u002Fsilos-to-synergy-unlocking-the-power-of-ai-for-projects",{"data":6522,"content":6523,"nodeType":234},{},[6524,6610,6617,6637,6644,6651,6658,6678,6710,6717,6737,6757,6777,6784,6791,6811,6818,6825,6832,6839,6846,6853,6886,6893,6925,6932,6951,6958,6965],{"data":6525,"content":6526,"nodeType":233},{},[6527,6530,6607],{"data":6528,"marks":6529,"value":74,"nodeType":232},{},[],{"data":6531,"content":6605,"nodeType":6606},{"target":6532},{"sys":6533,"metadata":6544,"fields":6547},{"space":6534,"type":10,"id":6536,"contentType":6537,"revision":191,"createdAt":6540,"updatedAt":6541,"publishedAt":6541,"firstPublishedAt":6541,"publishedVersion":1854,"environment":6542},{"sys":6535},{"type":7,"linkType":8,"id":9},"2deVQuKSnbRbwv0vwJu38J",{"sys":6538},{"type":7,"linkType":14,"id":6539},"bm1Image","2026-02-09T17:29:58.955Z","2026-02-09T17:30:12.154Z",{"sys":6543},{"id":23,"type":7,"linkType":24},{"tags":6545,"concepts":6546},[],[],{"internalTitle":6455,"image":6548},[6549],{"id":6386,"title":6455,"name":6388,"ext":399,"height":6457,"width":6456,"created":2930,"generic_url":6550,"preview_url":6387,"dynamic_url":6551,"src":6387,"metadataValues":6552,"focalPoint":77,"tags":6553,"copyright":6603,"licenses":6604,"description":6460,"type":67,"appVersion":76},"https:\u002F\u002Fbrand.octave.com\u002Fapi\u002Fasset\u002FeyJjbGllbnRJZCI6ImNvbnRlbnRmdWwiLCJpZCI6NjI4LCJ0aW1lc3RhbXAiOjE3NzA2NTgyMDgsInZlcnNpb24iOjE3NjIyOTg3NjF9:octave-hexagon-spin-off:cewS0AqAMIackEhDxGX3Rj8mcbSSykXbYQoWJ7oYL6E\u002Fdownload","https:\u002F\u002Fcdn-assets-dynamic.frontify.com\u002F8000939\u002FeyJhc3NldF9pZCI6NjI4LCJzY29wZSI6ImFzc2V0OnZpZXcifQ:octave-hexagon-spin-off:7opCZ9zHCM-rTUx2pxBUBtOFQC4psS-ZHSfPV4j52no",[],[6554,6555,6556,6557,6558,6559,6560,6561,6562,6563,6564,6565,6566,6567,6568,6569,6570,6571,6572,6573,6574,6575,6576,6577,6578,6579,6580,6581,6582,6583,6584,6585,6586,6587,6588,6589,6590,6591,6592,6593,6594,6595,6596,6597,6598,6599,6600,6601,6602],{"value":1487,"source":282},{"value":1186,"source":282},{"value":6393,"source":282},{"value":2121,"source":282},{"value":2123,"source":282},{"value":406,"source":282},{"value":6398,"source":282},{"value":1494,"source":282},{"value":6401,"source":282},{"value":410,"source":282},{"value":1498,"source":282},{"value":288,"source":282},{"value":422,"source":282},{"value":1619,"source":282},{"value":1621,"source":282},{"value":290,"source":282},{"value":1626,"source":282},{"value":426,"source":282},{"value":6412,"source":282},{"value":6414,"source":282},{"value":897,"source":282},{"value":6417,"source":282},{"value":6419,"source":282},{"value":6421,"source":282},{"value":6423,"source":282},{"value":6192,"source":282},{"value":2140,"source":282},{"value":1516,"source":282},{"value":1637,"source":282},{"value":583,"source":282},{"value":905,"source":282},{"value":1110,"source":282},{"value":1527,"source":282},{"value":6433,"source":282},{"value":1221,"source":282},{"value":320,"source":282},{"value":6437,"source":282},{"value":6439,"source":282},{"value":5950,"source":282},{"value":3665,"source":282},{"value":330,"source":282},{"value":468,"source":282},{"value":6445,"source":282},{"value":6447,"source":282},{"value":1546,"source":282},{"value":350,"source":282},{"value":6451,"source":282},{"value":1677,"source":282},{"value":6454,"source":282},{"status":75,"notice":74},[],[],"embedded-entry-inline",{"data":6608,"marks":6609,"value":74,"nodeType":232},{},[],{"data":6611,"content":6612,"nodeType":233},{},[6613],{"data":6614,"marks":6615,"value":6616,"nodeType":232},{},[],"Large capital projects carry enormous pressure, with budgets often reaching into the billions and schedules spanning years. Yet only 35% succeed, according to the Standish Group. With $48 trillion spent annually on projects worldwide each year, even small improvements in success rates can translate to major financial gains. ",{"data":6618,"content":6619,"nodeType":233},{},[6620,6624,6633],{"data":6621,"marks":6622,"value":6623,"nodeType":232},{},[],"Enter artificial intelligence (AI), Global management consulting firm ",{"data":6625,"content":6627,"nodeType":4170},{"uri":6626},"https:\u002F\u002Fwww.mckinsey.com\u002Fcapabilities\u002Fmckinsey-digital\u002Four-insights\u002Fthe-economic-potential-of-generative-ai-the-next-productivity-frontier",[6628],{"data":6629,"marks":6630,"value":6632,"nodeType":232},{},[6631],{"type":4323},"McKinsey",{"data":6634,"marks":6635,"value":6636,"nodeType":232},{},[]," estimates that the long-term opportunity presented by AI could add in the range of US $2.6 trillion to $4.4 trillion in business value across industries. ",{"data":6638,"content":6639,"nodeType":233},{},[6640],{"data":6641,"marks":6642,"value":6643,"nodeType":232},{},[],"The question is no longer whether AI will disrupt project management, but how organizations can use it to drive better outcomes.  ",{"data":6645,"content":6646,"nodeType":233},{},[6647],{"data":6648,"marks":6649,"value":6650,"nodeType":232},{},[],"This blog explores how companies can future-proof their organizations for the AI-driven era of project management by establishing the right data foundation, enabling them to reap the most benefits from this transformative technology. ",{"data":6652,"content":6653,"nodeType":4183},{},[6654],{"data":6655,"marks":6656,"value":6657,"nodeType":232},{},[],"From manual chaos to intelligent systems ",{"data":6659,"content":6660,"nodeType":233},{},[6661,6665,6674],{"data":6662,"marks":6663,"value":6664,"nodeType":232},{},[],"Project management has long been bogged down by inefficiencies. Teams often rely on outdated tools such as spreadsheets and fragmented systems that create data silos. These disjointed systems hinder visibility, impede collaboration and lead to poor forecasting, ultimately costing organizations millions. For example, it's estimated by ",{"data":6666,"content":6668,"nodeType":4170},{"uri":6667},"https:\u002F\u002Fwww.forbes.com\u002Fsites\u002Fgilpress\u002F2016\u002F03\u002F23\u002Fdata-preparation-most-time-consuming-least-enjoyable-data-science-task-survey-says\u002F",[6669],{"data":6670,"marks":6671,"value":6673,"nodeType":232},{},[6672],{"type":4323},"CrowdFlower",{"data":6675,"marks":6676,"value":6677,"nodeType":232},{},[],", provider of a “data enrichment” platform, that 80% of the work of data scientists is spent on preparing and managing data. This is a colossal waste of resources in an era where time is money. ",{"data":6679,"content":6680,"nodeType":233},{},[6681,6685,6694,6698,6706],{"data":6682,"marks":6683,"value":6684,"nodeType":232},{},[],"Additionally, these tools are inadequate for an environment where projects and initiatives constantly adapt and ",{"data":6686,"content":6688,"nodeType":4170},{"uri":6687},"https:\u002F\u002Fhbr.org\u002F2023\u002F02\u002Fhow-ai-will-transform-project-management",[6689],{"data":6690,"marks":6691,"value":6693,"nodeType":232},{},[6692],{"type":4323},"continuously change",{"data":6695,"marks":6696,"value":6697,"nodeType":232},{},[]," the business. \"While there has been improvement in project portfolio management applications, planning and team collaboration capabilities, automation and 'intelligent' features are still lacking,\" states the ",{"data":6699,"content":6700,"nodeType":4170},{"uri":6687},[6701],{"data":6702,"marks":6703,"value":6705,"nodeType":232},{},[6704],{"type":4323},"Harvard Business Review",{"data":6707,"marks":6708,"value":6709,"nodeType":232},{},[],". ",{"data":6711,"content":6712,"nodeType":233},{},[6713],{"data":6714,"marks":6715,"value":6716,"nodeType":232},{},[],"AI offers a way out of this quagmire. AI will provide an added layer of intelligence that accelerate workflows and reduces human error, helping organizations enhance productivity and complete projects faster and more efficiently. However, the value provided by AI is largely dependent on the quality of the prompts and data it is fed. ",{"data":6718,"content":6719,"nodeType":233},{},[6720,6724,6733],{"data":6721,"marks":6722,"value":6723,"nodeType":232},{},[],"Hence, organizations poised to benefit the most from AI are the ones willing to invest in a solid data foundation today. According to McKinsey, ",{"data":6725,"content":6727,"nodeType":4170},{"uri":6726},"https:\u002F\u002Fwww.mckinsey.com\u002Fmgi\u002Fmedia-center\u002Fhow-high-performing-companies-develop-and-scale-ai",[6728],{"data":6729,"marks":6730,"value":6732,"nodeType":232},{},[6731],{"type":4323},"high performing organizations",{"data":6734,"marks":6735,"value":6736,"nodeType":232},{},[]," tend to have a clear data strategy, centralized governance processes for data quality and management and clear data ownership structure. ",{"data":6738,"content":6739,"nodeType":233},{},[6740,6744,6753],{"data":6741,"marks":6742,"value":6743,"nodeType":232},{},[],"Additionally, Research firm ",{"data":6745,"content":6747,"nodeType":4170},{"uri":6746},"https:\u002F\u002Fwww.gartner.com\u002Fen\u002Fnewsroom\u002Fpress-releases\u002F2019-03-20-gartner-says-80-percent-of-today-s-project-management",[6748],{"data":6749,"marks":6750,"value":6752,"nodeType":232},{},[6751],{"type":4323},"Gartner",{"data":6754,"marks":6755,"value":6756,"nodeType":232},{},[]," predicts that by 2030, AI will eliminate 80% of traditional project management functions. While this doesn't mean project managers will become obsolete, it does mean their roles will evolve to exploit AI insights for higher-value activities. ",{"data":6758,"content":6759,"nodeType":233},{},[6760,6764,6773],{"data":6761,"marks":6762,"value":6763,"nodeType":232},{},[],"Project professionals will find themselves honing more of their project-related expertise rather than dealing with manual, administrative tasks. Take risk management as an example. According to a survey conducted by the ",{"data":6765,"content":6767,"nodeType":4170},{"uri":6766},"https:\u002F\u002Fwww.pmi.org\u002Flearning\u002Fthought-leadership\u002Ftransforming-project-management-with-generative-ai",[6768],{"data":6769,"marks":6770,"value":6772,"nodeType":232},{},[6771],{"type":4323},"Project Management Institute",{"data":6774,"marks":6775,"value":6776,"nodeType":232},{},[],", 64% of respondents who adopted GenAI for risk management and identification saw an increase in productivity. ",{"data":6778,"content":6779,"nodeType":233},{},[6780],{"data":6781,"marks":6782,"value":6783,"nodeType":232},{},[],"These gains are not just theoretical; they translate into real-world efficiencies and cost savings. ",{"data":6785,"content":6786,"nodeType":4183},{},[6787],{"data":6788,"marks":6789,"value":6790,"nodeType":232},{},[],"The foundation: high-quality data  ",{"data":6792,"content":6793,"nodeType":233},{},[6794,6798,6807],{"data":6795,"marks":6796,"value":6797,"nodeType":232},{},[],"Despite its remarkable potential, AI is only as good as the data it's trained on. Incomplete, inconsistent and biased data can lead to flawed AI outputs, undermining decision-making processes. As ",{"data":6799,"content":6801,"nodeType":4170},{"uri":6800},"https:\u002F\u002Fwww.forbes.com\u002Fcouncils\u002Fforbestechcouncil\u002F2023\u002F08\u002F10\u002Fai-is-only-as-good-as-the-data-that-trains-it\u002F",[6802],{"data":6803,"marks":6804,"value":6806,"nodeType":232},{},[6805],{"type":4323},"Forbes",{"data":6808,"marks":6809,"value":6810,"nodeType":232},{},[]," states, “AI is only as good as the data that trains it”.  ",{"data":6812,"content":6813,"nodeType":233},{},[6814],{"data":6815,"marks":6816,"value":6817,"nodeType":232},{},[],"But what constitutes ‘complete data’? It must be accurate, consistent, timely, valid and unique. Achieving this level of data quality requires organizations to address longstanding challenges in data management. The primary culprits are the lack of standardization, manual processes and siloed systems. ",{"data":6819,"content":6820,"nodeType":233},{},[6821],{"data":6822,"marks":6823,"value":6824,"nodeType":232},{},[],"For instance, teams operating independently often produce fragmented datasets, making it impossible to achieve a clear and comparative view of project performance. ",{"data":6826,"content":6827,"nodeType":233},{},[6828],{"data":6829,"marks":6830,"value":6831,"nodeType":232},{},[],"By automating repetitive tasks such as data collection, tracking and reporting, companies can streamline operations and prepare to fully capitalize on AI, ensuring they stay competitive in the future. ",{"data":6833,"content":6834,"nodeType":233},{},[6835],{"data":6836,"marks":6837,"value":6838,"nodeType":232},{},[],"This is where digital transformation becomes critical. By adopting an Octave Sequence Enterprise (formerly EcoSys) approach, organizations can create a \"digital spine\" that integrates planning, design, execution and asset management into a single ecosystem. This connected landscape not only improves visibility but also enables predictive analytics, portfolio optimization and better decision making, capabilities that enhance AI's value and impact. ",{"data":6840,"content":6841,"nodeType":4183},{},[6842],{"data":6843,"marks":6844,"value":6845,"nodeType":232},{},[],"AI in action ",{"data":6847,"content":6848,"nodeType":233},{},[6849],{"data":6850,"marks":6851,"value":6852,"nodeType":232},{},[],"The benefits of AI in projects extend across the entire project lifecycle. Consider the following examples: ",{"data":6854,"content":6855,"nodeType":4084},{},[6856,6866,6876],{"data":6857,"content":6858,"nodeType":4063},{},[6859],{"data":6860,"content":6861,"nodeType":233},{},[6862],{"data":6863,"marks":6864,"value":6865,"nodeType":232},{},[],"Predictive cost forecasting: AI algorithms can accurately analyze historical cost data to predict future expenses for similar projects, allowing project professionals to allocate resources more effectively. ",{"data":6867,"content":6868,"nodeType":4063},{},[6869],{"data":6870,"content":6871,"nodeType":233},{},[6872],{"data":6873,"marks":6874,"value":6875,"nodeType":232},{},[],"Portfolio optimization: By analyzing multiple projects simultaneously, AI can identify synergies and conflicts in relation to strategic goals, enabling organizations to more effectively prioritize their initiatives. ",{"data":6877,"content":6878,"nodeType":4063},{},[6879],{"data":6880,"content":6881,"nodeType":233},{},[6882],{"data":6883,"marks":6884,"value":6885,"nodeType":232},{},[],"Decision guidance: AI-powered tools can provide actionable insights, helping teams decide when to pivot, scale or terminate a project. This reduces the risk of costly mistakes. ",{"data":6887,"content":6888,"nodeType":4183},{},[6889],{"data":6890,"marks":6891,"value":6892,"nodeType":232},{},[],"The human element: AI as a partner, not a replacement  ",{"data":6894,"content":6895,"nodeType":233},{},[6896,6900,6909,6913,6921],{"data":6897,"marks":6898,"value":6899,"nodeType":232},{},[],"While AI offers unprecedented capabilities, it is not a panacea. Human oversight remains essential to validate AI outputs and enact decision-making. As ",{"data":6901,"content":6903,"nodeType":4170},{"uri":6902},"https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fjonathonmontalvo\u002F",[6904],{"data":6905,"marks":6906,"value":6908,"nodeType":232},{},[6907],{"type":4323},"Jonathon Montalvo",{"data":6910,"marks":6911,"value":6912,"nodeType":232},{},[],", Senior Solution Consultant at Octave, cautions in a recent ",{"data":6914,"content":6915,"nodeType":4170},{"uri":6520},[6916],{"data":6917,"marks":6918,"value":6920,"nodeType":232},{},[6919],{"type":4323},"webinar",{"data":6922,"marks":6923,"value":6924,"nodeType":232},{},[],", \"Don't take AI results as gospel. Don't set it and forget it.\" ",{"data":6926,"content":6927,"nodeType":233},{},[6928],{"data":6929,"marks":6930,"value":6931,"nodeType":232},{},[],"This underscores the need for a collaborative approach where AI augments human expertise rather than replacing it. 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