{"success":true,"data":{"pressRelease":{"id":"147966","rtpr_id":"nPre5Q59Ta-20260921","ticker":"CIGI","exchange":"NASDAQ","all_tickers":["CIGI"],"title":"Colliers Homebuying Sentiment Survey 2026: Around 50% of prospective homebuyers are likely to purchase a house within 2 years","author":"PR Newswire","published_at":"2026-09-21T05:13:58.239Z","article_body":"Colliers Homebuying Sentiment Survey 2026: Around 50% of prospective\nhomebuyers are likely to purchase a house within 2 years\nPR Newswire\n\nGURUGRAM, India, Sept. 21, 2026\n* Homebuying sentiment stays firm for 54% of prospective buyers despite\nexternal macroeconomic volatilities\n* 46% of respondents prefer properties priced between INR 50 lakh and 1.5\ncrore\n* About one-third of prospective buyers consider affordability & pricing as\nmajor concerns, followed by apprehensions related to job security & income\nvisibility\n* 62% of surveyed respondents prefer 2 and 3 BHK apartments \n* Over 60% of respondents favor ready-to-move or near-completion homes\nGURUGRAM, India, Sept. 21, 2026 /PRNewswire/ -- Housing demand continues to\ndemonstrate resilience, with housing sales remaining buoyant throughout 2026.\nColliers' latest report, Homebuying Sentiment Survey 2026: Decoding India's\nEvolving Buyer Preferences\n(https://www.colliers.com/en-in/research/homebuying-sentiment-survey-2026),\nindicates that while buyers are becoming increasingly price-sensitive and\nselective, their willingness to purchase remains largely intact, supported by\nlong-term homeownership aspirations and confidence in the residential market.\nThe upcoming festive season holds immense potential to add further momentum to\nhousing sales across major residential markets of the country. \n\n\nThe report draws insights from around 1,800 respondents across 30+ established\nand emerging residential markets of the country, highlighting evolving\nhomebuying preferences and factors shaping property purchase decisions. Most\nimportantly, nearly half of the surveyed respondents are willing to purchase a\nresidential property within the next 2 years.\n\nAmid ongoing regional conflicts, commodity price volatility, supply chain\ndisruptions, trade realignments and fluctuating interest rates, global\neconomic growth forecasts remain moderate. This continues to influence\ninvestment and consumption decisions across countries and economic sectors. In\nfact, rising construction material & labour costs, coupled with evolving\nlifestyle aspirations, are further prompting Indian homebuyers to adopt a more\nselective approach. Despite these headwinds, housing sentiment continues to\nhold up well, with 54% of surveyed respondents indicating that external\nvolatilities are likely to have a relatively lower impact on Indian real\nestate.\n\nKey survey results\n\n 54% of surveyed respondents are optimistic, attributing low impact of external volatilities on Indian real estate                                                          \n 50% of prospective homebuyers express willingness to buy a house within 2 years                                                                                            \n 31% of respondents cite affordability and pricing as their primary concern while buying a property, followed by apprehensions related to job security & income visibility  \n 62% of prospective homebuyers prefer 2 and 3 BHK apartment configurations                                                                                                  \n 46% of respondents prefer properties priced between INR 50 lakh and 1.5 crore                                                                                              \n Mumbai, Delhi NCR, Bengaluru and Hyderabad demonstrate stronger demand for higher ticket sizes                                                                             \n Over 60% of respondents have a clear preference for ready-to-move or near-completion homes over under-construction properties                                              \n 65% of homebuyers consider attractive pricing and flexible payment plans critical in facilitating immediate purchase decisions                                             \n\nSource: Colliers Homebuying Sentiment Survey 2026\n\n\"India's residential market remains fundamentally end-user driven, but the\npath from purchase intent to actual conversion is becoming increasingly\nnuanced. Our Homebuying Sentiment Survey Report highlights that while 50% of\nprospective homebuyers are willing to purchase a property within the next 2\nyears, they are becoming more price-sensitive, risk-averse and selective in\npurchase decisions. In this environment, housing sales are likely to depend on\nthree closely linked levers: price-value alignment, financing flexibility and\nproduct-market fit,\" says Ravi Shankar Singh, Managing Director, Residential\nTransaction Services, Colliers India.\n\nIndian homebuyers remain sensitive to price points, product offerings and\nproximity to key economic hubs\n\nAbout one-third of prospective buyers cite affordability and pricing as major\nconcerns, followed by apprehensions around job security and income visibility,\nindicating that purchase decisions are increasingly being shaped by both\nprice-value alignment and broader confidence on income levels.\n\nIn fact, affordability features as the topmost priority in buyers' purchase\nconsiderations, followed closely by unit size & layout, and social\ninfrastructure & overall connectivity. Notably, about 75–80% of respondents\nemphasize unit size & layout, and social infrastructure & overall connectivity\nas top considerations, highlighting the growing need to focus on right-sized\napartment units in localities with high livability quotient.\n\nIn terms of amenities within gated societies, security & safety systems are\nhighly prioritized by homebuyers, followed by preference for green & open\nspaces and community & lifestyle-oriented zones. Interestingly, younger\nhomebuyers under 30 years of age show a higher preference for fitness &\nwellness amenities, with prioritization levels nearly double the overall\naverage.\n\nMore than half of the respondents plan to purchase a house for self-use\n\nAbout 51% of respondents plan to purchase a house for self-use, underscoring\nthe continued dominance of end-user demand. Additionally, 16% of respondents\nintend to purchase a second or vacation home, highlighting the growing\nprominence of leisure and lifestyle-driven ownership. This trend points to an\nexpanding buyer pool beyond primary homeownership, encouraging developers to\nrefine their second-home strategies by focusing on emerging leisure\ndestinations, wellness-focused communities, and lifestyle-centric residential\nofferings that cater to both investment and recreational needs.\n\nOver 60% of homebuyers prefer ready-to-move or near-completion homes\n\nMore than 60% of potential homebuyers demonstrate a clear preference for\nready-to-move or near-completion properties, as compared\nto under-construction & newly launched projects. This preference reflects a\ngrowing emphasis on possession certainty, lower execution risk and project\ncompletion timelines. Interestingly, demographic analysis shows that around\nhalf of young homebuyers under 30 years of age are comfortable taking\nconstruction risks, driven by relatively affordable price points during early\nstages of construction. In comparison, only 36% of respondents above 30 years\nof age embrace project risk, underscoring evolving priorities across homebuyer\nsegments.\n\n\"About 62% of potential homebuyers across major Indian markets prefer 2 & 3\nBHK apartment configurations. While larger and spacious units are preferred\nmore in cities like Delhi NCR, Bengaluru & Hyderabad, Mumbai continues to\ndemonstrate strong demand for compact and right-sized units. With the festive\nseason typically serving as a key catalyst for home purchases, housing demand\nis expected to remain firm over the next few quarters. However, developers\nwill need to align product offerings more closely with evolving buyer\npreferences and affordability considerations to translate demand into\nsustained sales,\" says Vimal Nadar, National Director and Head of Research,\nColliers India.\n\nLooking ahead, the residential sector is expected to remain supported by\nhealthy end-user demand and rising lifestyle aspirations. As affordability\nconcerns persist and buyers place greater emphasis on connectivity,\nlivability, product quality and possession certainty, developers will need to\nadopt a more calibrated approach to product positioning. Moving forward,\ninfrastructure and connectivity, along with premiumization, are likely to\nremain key considerations, shaping demand trends and emerging opportunities\nacross major housing markets. Developers that successfully balance\naffordability with quality, while responding to the growing demand for\nwell-connected and lifestyle-oriented communities, are likely to be best\npositioned to capitalize on the next phase of housing market growth.\n\nMedia Contact:\n\nSukanya Dasgupta\nNational Director & Head, Marketing & Communications| India\nsukanya.dasgupta@colliers.com\n+91 9811867682\n\nAbout Colliers\n\nColliers (NASDAQ: CIGI) (TSX: CIGI) is a global diversified professional\nservices and investment management company operating through three\nindustry-leading businesses: Commercial Real Estate, Engineering and\nInvestment Management. With greater than a 30-year track record of consistent\ngrowth and strong recurring cash flows, we scale complementary, high-value\nbusinesses that provide essential services across the full asset lifecycle.\nOur unique partnership philosophy empowers exceptional leaders, preserves our\nentrepreneurial culture, and ensures meaningful inside ownership – driving\nstrong alignment and sustained value creation for our shareholders. With $6\nbillion in annual revenues, 28,000 professionals, and $110 billion in assets\nunder management, Colliers is committed to accelerating the success of our\nclients, investors, and people worldwide.\n\n \n\n \n\nView original content to download\nmultimedia:https://www.prnewswire.com/in/news-releases/colliers-homebuying-sentiment-survey-2026-around-50-of-prospective-homebuyers-are-likely-to-purchase-a-house-within-2-years-302884339.html\n\n\n\nPhoto: \nhttps://mmx.prnewswire.com/media/MS1667842/Colliers-Logo.jpg?id=OA2957027\n\nCopyright (c) 2026 PR Newswire Association,LLC. All Rights Reserved.","article_body_html":"","raw_payload":{"data":{"id":"nPre5Q59Ta-20260921","title":"Colliers Homebuying Sentiment Survey 2026: Around 50% of prospective homebuyers are likely to purchase a house within 2 years","author":"PR Newswire","ticker":"CIGI","created":"2026-09-21T05:13:58.239Z","tickers":["CIGI"],"exchange":"NASDAQ","article_body":"Colliers Homebuying Sentiment Survey 2026: Around 50% of prospective\nhomebuyers are likely to purchase a house within 2 years\nPR Newswire\n\nGURUGRAM, India, Sept. 21, 2026\n* Homebuying sentiment stays firm for 54% of prospective buyers despite\nexternal macroeconomic volatilities\n* 46% of respondents prefer properties priced between INR 50 lakh and 1.5\ncrore\n* About one-third of prospective buyers consider affordability & pricing as\nmajor concerns, followed by apprehensions related to job security & income\nvisibility\n* 62% of surveyed respondents prefer 2 and 3 BHK apartments \n* Over 60% of respondents favor ready-to-move or near-completion homes\nGURUGRAM, India, Sept. 21, 2026 /PRNewswire/ -- Housing demand continues to\ndemonstrate resilience, with housing sales remaining buoyant throughout 2026.\nColliers' latest report, Homebuying Sentiment Survey 2026: Decoding India's\nEvolving Buyer Preferences\n(https://www.colliers.com/en-in/research/homebuying-sentiment-survey-2026),\nindicates that while buyers are becoming increasingly price-sensitive and\nselective, their willingness to purchase remains largely intact, supported by\nlong-term homeownership aspirations and confidence in the residential market.\nThe upcoming festive season holds immense potential to add further momentum to\nhousing sales across major residential markets of the country. \n\n\nThe report draws insights from around 1,800 respondents across 30+ established\nand emerging residential markets of the country, highlighting evolving\nhomebuying preferences and factors shaping property purchase decisions. Most\nimportantly, nearly half of the surveyed respondents are willing to purchase a\nresidential property within the next 2 years.\n\nAmid ongoing regional conflicts, commodity price volatility, supply chain\ndisruptions, trade realignments and fluctuating interest rates, global\neconomic growth forecasts remain moderate. This continues to influence\ninvestment and consumption decisions across countries and economic sectors. In\nfact, rising construction material & labour costs, coupled with evolving\nlifestyle aspirations, are further prompting Indian homebuyers to adopt a more\nselective approach. Despite these headwinds, housing sentiment continues to\nhold up well, with 54% of surveyed respondents indicating that external\nvolatilities are likely to have a relatively lower impact on Indian real\nestate.\n\nKey survey results\n\n 54% of surveyed respondents are optimistic, attributing low impact of external volatilities on Indian real estate                                                          \n 50% of prospective homebuyers express willingness to buy a house within 2 years                                                                                            \n 31% of respondents cite affordability and pricing as their primary concern while buying a property, followed by apprehensions related to job security & income visibility  \n 62% of prospective homebuyers prefer 2 and 3 BHK apartment configurations                                                                                                  \n 46% of respondents prefer properties priced between INR 50 lakh and 1.5 crore                                                                                              \n Mumbai, Delhi NCR, Bengaluru and Hyderabad demonstrate stronger demand for higher ticket sizes                                                                             \n Over 60% of respondents have a clear preference for ready-to-move or near-completion homes over under-construction properties                                              \n 65% of homebuyers consider attractive pricing and flexible payment plans critical in facilitating immediate purchase decisions                                             \n\nSource: Colliers Homebuying Sentiment Survey 2026\n\n\"India's residential market remains fundamentally end-user driven, but the\npath from purchase intent to actual conversion is becoming increasingly\nnuanced. Our Homebuying Sentiment Survey Report highlights that while 50% of\nprospective homebuyers are willing to purchase a property within the next 2\nyears, they are becoming more price-sensitive, risk-averse and selective in\npurchase decisions. In this environment, housing sales are likely to depend on\nthree closely linked levers: price-value alignment, financing flexibility and\nproduct-market fit,\" says Ravi Shankar Singh, Managing Director, Residential\nTransaction Services, Colliers India.\n\nIndian homebuyers remain sensitive to price points, product offerings and\nproximity to key economic hubs\n\nAbout one-third of prospective buyers cite affordability and pricing as major\nconcerns, followed by apprehensions around job security and income visibility,\nindicating that purchase decisions are increasingly being shaped by both\nprice-value alignment and broader confidence on income levels.\n\nIn fact, affordability features as the topmost priority in buyers' purchase\nconsiderations, followed closely by unit size & layout, and social\ninfrastructure & overall connectivity. Notably, about 75–80% of respondents\nemphasize unit size & layout, and social infrastructure & overall connectivity\nas top considerations, highlighting the growing need to focus on right-sized\napartment units in localities with high livability quotient.\n\nIn terms of amenities within gated societies, security & safety systems are\nhighly prioritized by homebuyers, followed by preference for green & open\nspaces and community & lifestyle-oriented zones. Interestingly, younger\nhomebuyers under 30 years of age show a higher preference for fitness &\nwellness amenities, with prioritization levels nearly double the overall\naverage.\n\nMore than half of the respondents plan to purchase a house for self-use\n\nAbout 51% of respondents plan to purchase a house for self-use, underscoring\nthe continued dominance of end-user demand. Additionally, 16% of respondents\nintend to purchase a second or vacation home, highlighting the growing\nprominence of leisure and lifestyle-driven ownership. This trend points to an\nexpanding buyer pool beyond primary homeownership, encouraging developers to\nrefine their second-home strategies by focusing on emerging leisure\ndestinations, wellness-focused communities, and lifestyle-centric residential\nofferings that cater to both investment and recreational needs.\n\nOver 60% of homebuyers prefer ready-to-move or near-completion homes\n\nMore than 60% of potential homebuyers demonstrate a clear preference for\nready-to-move or near-completion properties, as compared\nto under-construction & newly launched projects. This preference reflects a\ngrowing emphasis on possession certainty, lower execution risk and project\ncompletion timelines. Interestingly, demographic analysis shows that around\nhalf of young homebuyers under 30 years of age are comfortable taking\nconstruction risks, driven by relatively affordable price points during early\nstages of construction. In comparison, only 36% of respondents above 30 years\nof age embrace project risk, underscoring evolving priorities across homebuyer\nsegments.\n\n\"About 62% of potential homebuyers across major Indian markets prefer 2 & 3\nBHK apartment configurations. While larger and spacious units are preferred\nmore in cities like Delhi NCR, Bengaluru & Hyderabad, Mumbai continues to\ndemonstrate strong demand for compact and right-sized units. With the festive\nseason typically serving as a key catalyst for home purchases, housing demand\nis expected to remain firm over the next few quarters. However, developers\nwill need to align product offerings more closely with evolving buyer\npreferences and affordability considerations to translate demand into\nsustained sales,\" says Vimal Nadar, National Director and Head of Research,\nColliers India.\n\nLooking ahead, the residential sector is expected to remain supported by\nhealthy end-user demand and rising lifestyle aspirations. As affordability\nconcerns persist and buyers place greater emphasis on connectivity,\nlivability, product quality and possession certainty, developers will need to\nadopt a more calibrated approach to product positioning. Moving forward,\ninfrastructure and connectivity, along with premiumization, are likely to\nremain key considerations, shaping demand trends and emerging opportunities\nacross major housing markets. Developers that successfully balance\naffordability with quality, while responding to the growing demand for\nwell-connected and lifestyle-oriented communities, are likely to be best\npositioned to capitalize on the next phase of housing market growth.\n\nMedia Contact:\n\nSukanya Dasgupta\nNational Director & Head, Marketing & Communications| India\nsukanya.dasgupta@colliers.com\n+91 9811867682\n\nAbout Colliers\n\nColliers (NASDAQ: CIGI) (TSX: CIGI) is a global diversified professional\nservices and investment management company operating through three\nindustry-leading businesses: Commercial Real Estate, Engineering and\nInvestment Management. With greater than a 30-year track record of consistent\ngrowth and strong recurring cash flows, we scale complementary, high-value\nbusinesses that provide essential services across the full asset lifecycle.\nOur unique partnership philosophy empowers exceptional leaders, preserves our\nentrepreneurial culture, and ensures meaningful inside ownership – driving\nstrong alignment and sustained value creation for our shareholders. With $6\nbillion in annual revenues, 28,000 professionals, and $110 billion in assets\nunder management, Colliers is committed to accelerating the success of our\nclients, investors, and people worldwide.\n\n \n\n \n\nView original content to download\nmultimedia:https://www.prnewswire.com/in/news-releases/colliers-homebuying-sentiment-survey-2026-around-50-of-prospective-homebuyers-are-likely-to-purchase-a-house-within-2-years-302884339.html\n\n\n\nPhoto: \nhttps://mmx.prnewswire.com/media/MS1667842/Colliers-Logo.jpg?id=OA2957027\n\nCopyright (c) 2026 PR Newswire Association,LLC. All Rights Reserved."},"type":"article","timestamp":"2026-09-21T05:13:58.289260628Z","server_sent_at_ms":1789967638289},"received_at":"2026-09-21T05:13:58.344Z","source_url":"https://www.prnewswire.com/in/news-releases/colliers-homebuying-sentiment-survey-2026-around-50-of-prospective-homebuyers-are-likely-to-purchase-a-house-within-2-years-302884339.html"},"analysis":{"id":"136769","press_release_id":"147966","analysis_json":{"industry":{"label":"Real Estate Services","sector":"Real Estate"},"redFlags":["Survey-based promotional research published by Colliers itself — demand figures are sentiment data, not audited company metrics","No financial results, guidance, or company-specific KPIs disclosed in this release"],"eventType":"other","narrative":"Colliers' Homebuying Sentiment Survey 2026, based on roughly 1,800 respondents across 30+ Indian residential markets, finds about 50% of prospective homebuyers willing to purchase a house within the next two years, with 54% expecting external volatility to have relatively low impact on Indian real estate.\n\nAffordability and pricing are the top buyer concerns at 31%; 62% prefer 2- and 3-BHK configurations, 46% target homes priced between INR 50 lakh and 1.5 crore, and over 60% favor ready-to-move or near-completion homes over under-construction projects.\n\nEnd-user demand dominates, with 51% buying for self-use and 16% eyeing a second or vacation home, and Colliers expects the festive season to keep housing demand firm over the next few quarters. The release contains no financial results or guidance for Colliers itself; its relevance is as a demand signal for the firm's India residential services franchise.","sentiment":"neutral","agentHooks":{"shouldPost":false,"suggestedAngle":"Colliers India survey shows firm homebuying intent (~50% within two years) but rising price sensitivity — festive-season conversion hinges on affordability, financing flexibility and ready-to-move inventory."},"keyFigures":{"revenue":"$6 billion","customDimensions":{"aum":"$110 billion","revenue_note":"annual revenues per company boilerplate, not a quarterly earnings figure","professionals":28000,"annual_revenues":"$6 billion","markets_covered":"30+","self_use_intent":"51%","second_home_intent":"16%","survey_respondents":1800,"affordability_top_concern":"31%","buy_intent_within_2_years":"50%","prefer_2_3bhk_configurations":"62%","flexible_payment_plans_critical":"65%","prefer_ready_or_near_completion":"60%+","expect_low_impact_from_volatility":"54%","prefer_price_band_inr_50lakh_1_5cr":"46%"}},"quotedText":"50% of prospective homebuyers express willingness to buy a house within 2 years","namedEntities":{"people":[{"name":"Ravi Shankar Singh","role":"Managing Director, Residential Transaction Services, Colliers India"},{"name":"Vimal Nadar","role":"National Director and Head of Research, Colliers India"},{"name":"Sukanya Dasgupta","role":"National Director & Head, Marketing & Communications, India (media contact)"}],"products":["Homebuying Sentiment Survey 2026: Decoding India's Evolving Buyer Preferences"],"companies":[{"name":"Colliers","ticker":"CIGI","relationship":"filer / issuer of the survey"}],"dollarAmounts":[{"amount":"$6 billion","context":"Colliers annual revenues (company boilerplate)"},{"amount":"$110 billion","context":"Colliers assets under management (company boilerplate)"},{"amount":"INR 50 lakh and 1.5 crore","context":"preferred property price band for 46% of surveyed buyers"}]},"materialImpact":{"score":2,"reasoning":"This is an issuer-published annual research survey (thought leadership) with no financial results, guidance, or capital events for Colliers. It offers an indirect demand signal for the firm's India residential transaction services business, but nothing directly moves the P&L."},"tickerRelevance":{"others":[{"ticker":"TSX: CIGI","relevance":"secondary Toronto listing of the filer"}],"primary":"CIGI"},"globalImportance":18,"audienceRelevance":15,"eventTypeSecondary":[],"importanceComponents":{"tickerTier":"mid-cap global professional services firm","eventGravity":"issuer-published annual research survey, no financial disclosure","sectorWeight":"real estate services; indirect India residential demand signal","issuerAuthored":true,"financialImpact":"none — no results, guidance, or capital events","householdBrandBoost":"moderate — Colliers is a recognized CRE brand but not a retail favorite"}},"event_type":"other","event_type_secondary":null,"sentiment":"neutral","material_impact_score":2,"narrative":"Colliers' Homebuying Sentiment Survey 2026, based on roughly 1,800 respondents across 30+ Indian residential markets, finds about 50% of prospective homebuyers willing to purchase a house within the next two years, with 54% expecting external volatility to have relatively low impact on Indian real estate.\n\nAffordability and pricing are the top buyer concerns at 31%; 62% prefer 2- and 3-BHK configurations, 46% target homes priced between INR 50 lakh and 1.5 crore, and over 60% favor ready-to-move or near-completion homes over under-construction projects.\n\nEnd-user demand dominates, with 51% buying for self-use and 16% eyeing a second or vacation home, and Colliers expects the festive season to keep housing demand firm over the next few quarters. The release contains no financial results or guidance for Colliers itself; its relevance is as a demand signal for the firm's India residential services franchise.","key_figures":{"revenue":"$6 billion","customDimensions":{"aum":"$110 billion","revenue_note":"annual revenues per company boilerplate, not a quarterly earnings figure","professionals":28000,"annual_revenues":"$6 billion","markets_covered":"30+","self_use_intent":"51%","second_home_intent":"16%","survey_respondents":1800,"affordability_top_concern":"31%","buy_intent_within_2_years":"50%","prefer_2_3bhk_configurations":"62%","flexible_payment_plans_critical":"65%","prefer_ready_or_near_completion":"60%+","expect_low_impact_from_volatility":"54%","prefer_price_band_inr_50lakh_1_5cr":"46%"}},"named_entities":{"people":[{"name":"Ravi Shankar Singh","role":"Managing Director, Residential Transaction Services, Colliers India"},{"name":"Vimal Nadar","role":"National Director and Head of Research, Colliers India"},{"name":"Sukanya Dasgupta","role":"National Director & Head, Marketing & Communications, India (media contact)"}],"products":["Homebuying Sentiment Survey 2026: Decoding India's Evolving Buyer Preferences"],"companies":[{"name":"Colliers","ticker":"CIGI","relationship":"filer / issuer of the survey"}],"dollarAmounts":[{"amount":"$6 billion","context":"Colliers annual revenues (company boilerplate)"},{"amount":"$110 billion","context":"Colliers assets under management (company boilerplate)"},{"amount":"INR 50 lakh and 1.5 crore","context":"preferred property price band for 46% of surveyed buyers"}]},"model_name":"glm-5.3-flash","prompt_hash":"sha256:727b4b9429a443af","schema_hash":"sha256:05005c02d9cffac9","created_at":"2026-09-21T05:16:35.936Z","global_importance":18,"audience_relevance":15,"importance_components":{"tickerTier":"mid-cap global professional services firm","eventGravity":"issuer-published annual research survey, no financial disclosure","sectorWeight":"real estate services; indirect India residential demand signal","issuerAuthored":true,"financialImpact":"none — no results, guidance, or capital events","householdBrandBoost":"moderate — Colliers is a recognized CRE brand but not a retail favorite"}},"durationMs":157578,"modelName":"glm-5.3-flash"}}