How much Google's AI Overview citations change from one day to the next

For the search "ai agents for construction", captured once a day on three profiles from October 7 to 29, 2026, Google showed an AI Overview in 68 of 69 results pages. 4 domains were cited on each of the 23 days: youtube.com, linkedin.com, cmicglobal.com and alicetechnologies.com. 46 domains were cited at least once, 14 of them in a single overview. The two US profiles, desktop and mobile, cited exactly the same domains on 20 of 22 days. The France profile never matched either, and its own set was never the same two days running.

Published
Reading time
6 min
Written by
Jules Toussaint

One query, three profiles, one capture a day each. "Overlap" is the share of domains two overviews have in common, out of all the domains either one cited: 100% means the same set.

days, October 7 to 29, 2026
23
AI Overviews, out of 69 captures
68
distinct domains cited
46
domains cited on every day
4
domains cited in a single overview
14

Day by day

Each row is one of the twelve most cited domains, each column a day of October 2026. A cell is brighter the more profiles cited the domain that day: none, one, two or all three.

klutch.ai was first cited on October 11, 2026 and then on every day. wsj.com was last cited on October 22, 2026.

Profiles citing each domain, day by day, "ai agents for construction", October 7 to 29, 20267891011121314151617181920212223242526272829totalyoutube.comyoutube.com, October 7, 2026: cited on 2 of 3 profilesyoutube.com, October 8, 2026: cited on 3 of 3 profilesyoutube.com, October 9, 2026: cited on 3 of 3 profilesyoutube.com, October 10, 2026: cited on 3 of 3 profilesyoutube.com, October 11, 2026: cited on 3 of 3 profilesyoutube.com, October 12, 2026: cited on 3 of 3 profilesyoutube.com, October 13, 2026: cited on 3 of 3 profilesyoutube.com, October 14, 2026: cited on 3 of 3 profilesyoutube.com, October 15, 2026: cited on 3 of 3 profilesyoutube.com, October 16, 2026: cited on 3 of 3 profilesyoutube.com, October 17, 2026: cited on 3 of 3 profilesyoutube.com, October 18, 2026: cited on 3 of 3 profilesyoutube.com, October 19, 2026: cited on 3 of 3 profilesyoutube.com, October 20, 2026: cited on 3 of 3 profilesyoutube.com, October 21, 2026: cited on 3 of 3 profilesyoutube.com, October 22, 2026: cited on 3 of 3 profilesyoutube.com, October 23, 2026: cited on 3 of 3 profilesyoutube.com, October 24, 2026: cited on 3 of 3 profilesyoutube.com, October 25, 2026: cited on 3 of 3 profilesyoutube.com, October 26, 2026: cited on 3 of 3 profilesyoutube.com, October 27, 2026: cited on 3 of 3 profilesyoutube.com, October 28, 2026: cited on 3 of 3 profilesyoutube.com, October 29, 2026: cited on 3 of 3 profiles68linkedin.comlinkedin.com, October 7, 2026: cited on 1 of 3 profileslinkedin.com, October 8, 2026: cited on 3 of 3 profileslinkedin.com, October 9, 2026: cited on 3 of 3 profileslinkedin.com, October 10, 2026: cited on 2 of 3 profileslinkedin.com, October 11, 2026: cited on 3 of 3 profileslinkedin.com, October 12, 2026: cited on 2 of 3 profileslinkedin.com, October 13, 2026: cited on 3 of 3 profileslinkedin.com, October 14, 2026: cited on 3 of 3 profileslinkedin.com, October 15, 2026: cited on 2 of 3 profileslinkedin.com, October 16, 2026: cited on 2 of 3 profileslinkedin.com, October 17, 2026: cited on 3 of 3 profileslinkedin.com, October 18, 2026: cited on 3 of 3 profileslinkedin.com, October 19, 2026: cited on 3 of 3 profileslinkedin.com, October 20, 2026: cited on 3 of 3 profileslinkedin.com, October 21, 2026: cited on 3 of 3 profileslinkedin.com, October 22, 2026: cited on 3 of 3 profileslinkedin.com, October 23, 2026: cited on 2 of 3 profileslinkedin.com, October 24, 2026: cited on 2 of 3 profileslinkedin.com, October 25, 2026: cited on 2 of 3 profileslinkedin.com, October 26, 2026: cited on 3 of 3 profileslinkedin.com, October 27, 2026: cited on 3 of 3 profileslinkedin.com, October 28, 2026: cited on 2 of 3 profileslinkedin.com, October 29, 2026: cited on 2 of 3 profiles58cmicglobal.comcmicglobal.com, October 7, 2026: cited on 1 of 3 profilescmicglobal.com, October 8, 2026: cited on 2 of 3 profilescmicglobal.com, October 9, 2026: cited on 3 of 3 profilescmicglobal.com, October 10, 2026: cited on 2 of 3 profilescmicglobal.com, October 11, 2026: cited on 3 of 3 profilescmicglobal.com, October 12, 2026: cited on 2 of 3 profilescmicglobal.com, October 13, 2026: cited on 3 of 3 profilescmicglobal.com, October 14, 2026: cited on 3 of 3 profilescmicglobal.com, October 15, 2026: cited on 3 of 3 profilescmicglobal.com, October 16, 2026: cited on 2 of 3 profilescmicglobal.com, October 17, 2026: cited on 3 of 3 profilescmicglobal.com, October 18, 2026: cited on 3 of 3 profilescmicglobal.com, October 19, 2026: cited on 3 of 3 profilescmicglobal.com, October 20, 2026: cited on 3 of 3 profilescmicglobal.com, October 21, 2026: cited on 2 of 3 profilescmicglobal.com, October 22, 2026: cited on 3 of 3 profilescmicglobal.com, October 23, 2026: cited on 2 of 3 profilescmicglobal.com, October 24, 2026: cited on 2 of 3 profilescmicglobal.com, October 25, 2026: cited on 3 of 3 profilescmicglobal.com, October 26, 2026: cited on 3 of 3 profilescmicglobal.com, October 27, 2026: cited on 3 of 3 profilescmicglobal.com, October 28, 2026: cited on 1 of 3 profilescmicglobal.com, October 29, 2026: cited on 2 of 3 profiles57alicetechnologies.comalicetechnologies.com, October 7, 2026: cited on 1 of 3 profilesalicetechnologies.com, October 8, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 9, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 10, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 11, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 12, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 13, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 14, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 15, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 16, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 17, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 18, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 19, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 20, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 21, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 22, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 23, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 24, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 25, 2026: cited on 2 of 3 profilesalicetechnologies.com, October 26, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 27, 2026: cited on 3 of 3 profilesalicetechnologies.com, October 28, 2026: cited on 1 of 3 profilesalicetechnologies.com, October 29, 2026: cited on 2 of 3 profiles55datagrid.comdatagrid.com, October 7, 2026: cited on 1 of 3 profilesdatagrid.com, October 8, 2026: cited on 0 of 3 profilesdatagrid.com, October 9, 2026: cited on 2 of 3 profilesdatagrid.com, October 10, 2026: cited on 3 of 3 profilesdatagrid.com, October 11, 2026: cited on 2 of 3 profilesdatagrid.com, October 12, 2026: cited on 2 of 3 profilesdatagrid.com, October 13, 2026: cited on 2 of 3 profilesdatagrid.com, October 14, 2026: cited on 2 of 3 profilesdatagrid.com, October 15, 2026: cited on 2 of 3 profilesdatagrid.com, October 16, 2026: cited on 3 of 3 profilesdatagrid.com, October 17, 2026: cited on 2 of 3 profilesdatagrid.com, October 18, 2026: cited on 2 of 3 profilesdatagrid.com, October 19, 2026: cited on 2 of 3 profilesdatagrid.com, October 20, 2026: cited on 2 of 3 profilesdatagrid.com, October 21, 2026: cited on 2 of 3 profilesdatagrid.com, October 22, 2026: cited on 2 of 3 profilesdatagrid.com, October 23, 2026: cited on 3 of 3 profilesdatagrid.com, October 24, 2026: cited on 3 of 3 profilesdatagrid.com, October 25, 2026: cited on 2 of 3 profilesdatagrid.com, October 26, 2026: cited on 2 of 3 profilesdatagrid.com, October 27, 2026: cited on 2 of 3 profilesdatagrid.com, October 28, 2026: cited on 2 of 3 profilesdatagrid.com, October 29, 2026: cited on 3 of 3 profiles48procore.comprocore.com, October 7, 2026: cited on 1 of 3 profilesprocore.com, October 8, 2026: cited on 3 of 3 profilesprocore.com, October 9, 2026: cited on 1 of 3 profilesprocore.com, October 10, 2026: cited on 0 of 3 profilesprocore.com, October 11, 2026: cited on 3 of 3 profilesprocore.com, October 12, 2026: cited on 3 of 3 profilesprocore.com, October 13, 2026: cited on 3 of 3 profilesprocore.com, October 14, 2026: cited on 3 of 3 profilesprocore.com, October 15, 2026: cited on 2 of 3 profilesprocore.com, October 16, 2026: cited on 2 of 3 profilesprocore.com, October 17, 2026: cited on 3 of 3 profilesprocore.com, October 18, 2026: cited on 2 of 3 profilesprocore.com, October 19, 2026: cited on 3 of 3 profilesprocore.com, October 20, 2026: cited on 2 of 3 profilesprocore.com, October 21, 2026: cited on 2 of 3 profilesprocore.com, October 22, 2026: cited on 2 of 3 profilesprocore.com, October 23, 2026: cited on 2 of 3 profilesprocore.com, October 24, 2026: cited on 2 of 3 profilesprocore.com, October 25, 2026: cited on 2 of 3 profilesprocore.com, October 26, 2026: cited on 2 of 3 profilesprocore.com, October 27, 2026: cited on 2 of 3 profilesprocore.com, October 28, 2026: cited on 1 of 3 profilesprocore.com, October 29, 2026: cited on 2 of 3 profiles48klutch.aiklutch.ai, October 7, 2026: cited on 0 of 3 profilesklutch.ai, October 8, 2026: cited on 0 of 3 profilesklutch.ai, October 9, 2026: cited on 0 of 3 profilesklutch.ai, October 10, 2026: cited on 0 of 3 profilesklutch.ai, October 11, 2026: cited on 3 of 3 profilesklutch.ai, October 12, 2026: cited on 2 of 3 profilesklutch.ai, October 13, 2026: cited on 2 of 3 profilesklutch.ai, October 14, 2026: cited on 3 of 3 profilesklutch.ai, October 15, 2026: cited on 2 of 3 profilesklutch.ai, October 16, 2026: cited on 2 of 3 profilesklutch.ai, October 17, 2026: cited on 3 of 3 profilesklutch.ai, October 18, 2026: cited on 2 of 3 profilesklutch.ai, October 19, 2026: cited on 2 of 3 profilesklutch.ai, October 20, 2026: cited on 2 of 3 profilesklutch.ai, October 21, 2026: cited on 2 of 3 profilesklutch.ai, October 22, 2026: cited on 2 of 3 profilesklutch.ai, October 23, 2026: cited on 2 of 3 profilesklutch.ai, October 24, 2026: cited on 2 of 3 profilesklutch.ai, October 25, 2026: cited on 2 of 3 profilesklutch.ai, October 26, 2026: cited on 2 of 3 profilesklutch.ai, October 27, 2026: cited on 2 of 3 profilesklutch.ai, October 28, 2026: cited on 1 of 3 profilesklutch.ai, October 29, 2026: cited on 2 of 3 profiles40rtslabs.comrtslabs.com, October 7, 2026: cited on 1 of 3 profilesrtslabs.com, October 8, 2026: cited on 3 of 3 profilesrtslabs.com, October 9, 2026: cited on 0 of 3 profilesrtslabs.com, October 10, 2026: cited on 0 of 3 profilesrtslabs.com, October 11, 2026: cited on 0 of 3 profilesrtslabs.com, October 12, 2026: cited on 1 of 3 profilesrtslabs.com, October 13, 2026: cited on 1 of 3 profilesrtslabs.com, October 14, 2026: cited on 2 of 3 profilesrtslabs.com, October 15, 2026: cited on 2 of 3 profilesrtslabs.com, October 16, 2026: cited on 2 of 3 profilesrtslabs.com, October 17, 2026: cited on 2 of 3 profilesrtslabs.com, October 18, 2026: cited on 2 of 3 profilesrtslabs.com, October 19, 2026: cited on 2 of 3 profilesrtslabs.com, October 20, 2026: cited on 2 of 3 profilesrtslabs.com, October 21, 2026: cited on 2 of 3 profilesrtslabs.com, October 22, 2026: cited on 2 of 3 profilesrtslabs.com, October 23, 2026: cited on 2 of 3 profilesrtslabs.com, October 24, 2026: cited on 2 of 3 profilesrtslabs.com, October 25, 2026: cited on 2 of 3 profilesrtslabs.com, October 26, 2026: cited on 2 of 3 profilesrtslabs.com, October 27, 2026: cited on 2 of 3 profilesrtslabs.com, October 28, 2026: cited on 1 of 3 profilesrtslabs.com, October 29, 2026: cited on 2 of 3 profiles37oracle.comoracle.com, October 7, 2026: cited on 1 of 3 profilesoracle.com, October 8, 2026: cited on 1 of 3 profilesoracle.com, October 9, 2026: cited on 3 of 3 profilesoracle.com, October 10, 2026: cited on 2 of 3 profilesoracle.com, October 11, 2026: cited on 2 of 3 profilesoracle.com, October 12, 2026: cited on 2 of 3 profilesoracle.com, October 13, 2026: cited on 2 of 3 profilesoracle.com, October 14, 2026: cited on 3 of 3 profilesoracle.com, October 15, 2026: cited on 2 of 3 profilesoracle.com, October 16, 2026: cited on 2 of 3 profilesoracle.com, October 17, 2026: cited on 1 of 3 profilesoracle.com, October 18, 2026: cited on 2 of 3 profilesoracle.com, October 19, 2026: cited on 2 of 3 profilesoracle.com, October 20, 2026: cited on 2 of 3 profilesoracle.com, October 21, 2026: cited on 2 of 3 profilesoracle.com, October 22, 2026: cited on 0 of 3 profilesoracle.com, October 23, 2026: cited on 0 of 3 profilesoracle.com, October 24, 2026: cited on 0 of 3 profilesoracle.com, October 25, 2026: cited on 2 of 3 profilesoracle.com, October 26, 2026: cited on 2 of 3 profilesoracle.com, October 27, 2026: cited on 2 of 3 profilesoracle.com, October 28, 2026: cited on 1 of 3 profilesoracle.com, October 29, 2026: cited on 0 of 3 profiles36steer73.comsteer73.com, October 7, 2026: cited on 0 of 3 profilessteer73.com, October 8, 2026: cited on 1 of 3 profilessteer73.com, October 9, 2026: cited on 3 of 3 profilessteer73.com, October 10, 2026: cited on 2 of 3 profilessteer73.com, October 11, 2026: cited on 3 of 3 profilessteer73.com, October 12, 2026: cited on 3 of 3 profilessteer73.com, October 13, 2026: cited on 3 of 3 profilessteer73.com, October 14, 2026: cited on 1 of 3 profilessteer73.com, October 15, 2026: cited on 0 of 3 profilessteer73.com, October 16, 2026: cited on 0 of 3 profilessteer73.com, October 17, 2026: cited on 3 of 3 profilessteer73.com, October 18, 2026: cited on 2 of 3 profilessteer73.com, October 19, 2026: cited on 3 of 3 profilessteer73.com, October 20, 2026: cited on 2 of 3 profilessteer73.com, October 21, 2026: cited on 3 of 3 profilessteer73.com, October 22, 2026: cited on 1 of 3 profilessteer73.com, October 23, 2026: cited on 0 of 3 profilessteer73.com, October 24, 2026: cited on 0 of 3 profilessteer73.com, October 25, 2026: cited on 0 of 3 profilessteer73.com, October 26, 2026: cited on 1 of 3 profilessteer73.com, October 27, 2026: cited on 1 of 3 profilessteer73.com, October 28, 2026: cited on 0 of 3 profilessteer73.com, October 29, 2026: cited on 0 of 3 profiles32reddit.comreddit.com, October 7, 2026: cited on 0 of 3 profilesreddit.com, October 8, 2026: cited on 0 of 3 profilesreddit.com, October 9, 2026: cited on 1 of 3 profilesreddit.com, October 10, 2026: cited on 1 of 3 profilesreddit.com, October 11, 2026: cited on 2 of 3 profilesreddit.com, October 12, 2026: cited on 2 of 3 profilesreddit.com, October 13, 2026: cited on 2 of 3 profilesreddit.com, October 14, 2026: cited on 0 of 3 profilesreddit.com, October 15, 2026: cited on 1 of 3 profilesreddit.com, October 16, 2026: cited on 1 of 3 profilesreddit.com, October 17, 2026: cited on 3 of 3 profilesreddit.com, October 18, 2026: cited on 1 of 3 profilesreddit.com, October 19, 2026: cited on 0 of 3 profilesreddit.com, October 20, 2026: cited on 1 of 3 profilesreddit.com, October 21, 2026: cited on 1 of 3 profilesreddit.com, October 22, 2026: cited on 1 of 3 profilesreddit.com, October 23, 2026: cited on 0 of 3 profilesreddit.com, October 24, 2026: cited on 0 of 3 profilesreddit.com, October 25, 2026: cited on 1 of 3 profilesreddit.com, October 26, 2026: cited on 0 of 3 profilesreddit.com, October 27, 2026: cited on 1 of 3 profilesreddit.com, October 28, 2026: cited on 2 of 3 profilesreddit.com, October 29, 2026: cited on 0 of 3 profiles21wsj.comwsj.com, October 7, 2026: cited on 0 of 3 profileswsj.com, October 8, 2026: cited on 1 of 3 profileswsj.com, October 9, 2026: cited on 3 of 3 profileswsj.com, October 10, 2026: cited on 2 of 3 profileswsj.com, October 11, 2026: cited on 1 of 3 profileswsj.com, October 12, 2026: cited on 1 of 3 profileswsj.com, October 13, 2026: cited on 0 of 3 profileswsj.com, October 14, 2026: cited on 1 of 3 profileswsj.com, October 15, 2026: cited on 0 of 3 profileswsj.com, October 16, 2026: cited on 0 of 3 profileswsj.com, October 17, 2026: cited on 1 of 3 profileswsj.com, October 18, 2026: cited on 0 of 3 profileswsj.com, October 19, 2026: cited on 1 of 3 profileswsj.com, October 20, 2026: cited on 0 of 3 profileswsj.com, October 21, 2026: cited on 1 of 3 profileswsj.com, October 22, 2026: cited on 1 of 3 profileswsj.com, October 23, 2026: cited on 0 of 3 profileswsj.com, October 24, 2026: cited on 0 of 3 profileswsj.com, October 25, 2026: cited on 0 of 3 profileswsj.com, October 26, 2026: cited on 0 of 3 profileswsj.com, October 27, 2026: cited on 0 of 3 profileswsj.com, October 28, 2026: cited on 0 of 3 profileswsj.com, October 29, 2026: cited on 0 of 3 profiles130 profiles1 profile2 profiles3 profiles
Twelve most cited domains. Cell: number of the three profiles whose overview cited the domain that day. Right column: overviews citing it, out of 68.
Twelve most cited domains for "ai agents for construction", 68 AI Overviews
DomainOverviews citing it, of 68Days cited, of 23First dayLast day
youtube.com6823October 7, 2026October 29, 2026
linkedin.com5823October 7, 2026October 29, 2026
cmicglobal.com5723October 7, 2026October 29, 2026
alicetechnologies.com5523October 7, 2026October 29, 2026
datagrid.com4822October 7, 2026October 29, 2026
procore.com4822October 7, 2026October 29, 2026
klutch.ai4019October 11, 2026October 29, 2026
rtslabs.com3720October 7, 2026October 29, 2026
oracle.com3619October 7, 2026October 28, 2026
steer73.com3215October 8, 2026October 27, 2026
reddit.com2115October 9, 2026October 28, 2026
wsj.com1310October 8, 2026October 22, 2026
Twelve most cited domains for "ai agents for construction", 68 AI Overviews

From one day to the next

On each profile, the set of domains cited one day is compared with the set cited the next day. On US desktop it was unchanged on 12 of 21 pairs of days, on US mobile on 13 of 22. On the France profile it changed every day; the median overlap was 23%.

Day over day, by profile
ProfilePairs of daysSame domains as the day beforeMedian overlapLowest overlap
United States, desktop2112100%8%
United States, mobile2213100%13%
France, desktop, English results22023%6%
Day over day, by profile

From one profile to another, the same day

The same day, the two US profiles cited the same domains on 20 of 22 days. The France profile, which asks for English results from France, had a median overlap of 29% with US desktop and never cited the same set.

Same day, two profiles
Profiles comparedDays comparedSame domainsMedian overlap
United States, desktop and United States, mobile2220100%
United States, desktop and France, desktop, English results22029%
United States, mobile and France, desktop, English results23025%
Same day, two profiles

First week against last week

33 domains were cited at least once from October 7 to 13, 2026, 29 from October 23 to 29, 2026. 20 were cited in both weeks.

Where miragemetrics.com appears

miragemetrics.com was cited in 1 of the 68 overviews: on October 27, 2026, on the France profile, for the page /construction. Mirage changed that page twice during the period, on October 14 and 19, 2026, with this query among its targets. These captures cannot say whether the changes and the citation are linked.

Method

The captures are those of the companion study: one DataForSEO SERP API request a day per profile (Google organic, live, advanced mode, 20 results deep, AI Overview loaded) for United States in English on desktop, United States in English on mobile, and France with English-language results on desktop. "ai agents for construction" is the query Mirage has tracked longest, since October 7, 2026: 69 captures to October 29, 2026, 68 with an AI Overview (the one without was United States, desktop, October 7, 2026).

A URL is cited when it is in the overview's source list, for the whole answer or one of its blocks, or behind a numbered citation link in its text. Comparisons are made on registrable domains (www. and m. removed, blogs.oracle.com counted as oracle.com), one per overview: two overviews citing different pages of one domain count as citing the same domain.

Overlap between two overviews is the number of domains both cite divided by the number of domains either cites (the Jaccard index). A day without an overview on a profile drops the pairs it belongs to.

Every figure on this page is computed by a script from the dataset below. None is typed by hand.

Limits

  • One query. Another query, even close, can behave differently: the companion study shows each query citing its own set of domains.
  • One capture per profile and day is one sample. A same-day difference between two profiles may come from the profile or from the moment of the request; this dataset cannot separate the two.
  • Domains, not pages or wording. Two overviews citing the same domains can cite different pages and say different things.
  • The captures are what DataForSEO's crawler received from Google, not what a particular person saw.
  • Mirage is an interested party: it publishes a page for this query and changed it during the period.

Dataset

The file holds every capture of the five queries from October 7 to 29, 2026, which covers both studies: 177 captures, 1,887 rows. One row per cited URL per capture, and one row for a capture without an AI Overview. CSV, UTF-8, comma separated. This study uses the rows where query is "ai agents for construction".

Columns of the dataset
ColumnWhat it holds
dateDay of the capture, YYYY-MM-DD
queryThe search, as typed
profileus-desktop, us-mobile or fr-desktop (France, English results)
ai_overviewyes if the results page carried an AI Overview
citation_orderOrder of first appearance of the URL in the capture
urlThe cited URL, without its #fragment
hostHost name, www. and m. removed
domainRegistrable domain, the unit counted on this page
in_source_listyes if the URL is in the overview's source list
in_citation_markeryes if the URL is behind a numbered citation link in the text
google_redirectyes for a google.com/goto link with no readable destination (none in this window)
Columns of the dataset

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