For journalists, civic researchers, and city staff
Austin permits, inspections, 311 — answered with sourced data.
A multi-agent loop reads the question, picks the dataset, queries it live, lets a critic verify, and writes a sourced answer. Every step is preserved and replayable. Each source is tagged authoritative modeled community so you can cite with confidence.
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Which zip has the highest crime severity and lowest permit volume?
The zip code with the highest crime severity and lowest permit volume is 78721. It has a relatively high crime count of 33,793 and one of the lowest construction permit counts at 33,886.
12h agofdj4-gpfu23,057ms9,967 tok
replay →Which zip had the highest simultaneous spike in permits and violations?
The zip code 78758 experienced the highest simultaneous spike in permits and violations. On January 28, 1991, it had 297 issued permits, and on October 2, 2024, it recorded 68 code violations, the highest counts in their
12h ago3syk-w9eu17,895ms9,264 tok
replay →Which zip had the highest permit count in the last month?
The zip code with the highest permit count in the last month was 78744, with 388 permits issued. The next highest was 78745, with 293 permits.
12h ago3syk-w9eu9,170ms5,457 tok
replay →Which zip had the highest number of traffic fatalities this year?
I tried to answer that but ran into a problem the agent couldn't recover from. The summarize_data step kept failing with: HTTP 400 on https://data.austintexas.gov/resource/y2wy-tgr5.json?%24where=crash_fatal_fl%3D%27Y%27
12h agoy2wy-tgr522,473ms10,724 tok
replay →Which zip had the highest average Heat Index over the last 5 years?
We don't have data on heat index or weather in our catalog. For this information, you might want to check sources like NOAA or Weather Underground.
12h ago9,687ms4,210 tok
replay →Which specific neighborhoods in Austin have the most construction permits?
The Austin neighborhoods with the most construction permits are in ZIP codes 78704, 78745, and 78744. ZIP code 78704 leads with 140,270 permits, followed by 78745 with 113,487 permits, and 78744 with 106,579 permits. The
12h ago3syk-w9eu20,922ms10,068 tok
replay →Which restaurants in 78704 have shown the most improvement over 2 years?
In the 78704 area, Peoples Pharmacy showed the most improvement over two years, with its average inspection score rising from 0 to 95. Postino and Freebirds World Burrito #20621 also improved significantly, with their sc
12h agoecmv-9xxi19,834ms10,569 tok
replay →Which restaurant in 78704 has had the most failing inspections this year?
The restaurant in the 78704 area with the most failing inspections this year is Whip In, with 1 failing inspection.
12h agoecmv-9xxi15,067ms8,726 tok
replay →Which request type has seen the largest increase in Dallas this year?
The request type with the largest increase in Dallas this year is "Smoking Violation - CCS," which rose from 2 requests to 8 requests, a 300% increase. This represents the most significant percentage growth among all req
12h agogc4d-8a4912,859ms4,993 tok
replay →Which outlier has the highest permit valuation in 78701?
The outlier with the highest permit valuation in the 78701 area is a project located at 706 West Avenue. This permit, issued on October 2, 1979, was for a two-story, 8-unit apartment building.
12h ago3syk-w9eu20,828ms10,471 tok
replay →Which flood-prone zip had the highest 311 volume this year?
The flood-prone zip code with the highest 311 service request volume in Austin this year is 78704, with 20,600 requests logged. This zip code had the most non-emergency issues reported compared to other areas.
12h agoxwdj-i9he21,459ms10,689 tok
replay →Which contractor has the highest permit count in 78701 this year?
The contractor with the highest permit count in the 78701 area this year is JE Dunn Construction, with 53 permits issued.
12h ago3syk-w9eu17,876ms8,816 tok
replay →Which agency saw the largest percentage increase in spending this year?
The Health and Human Services Commission saw the largest percentage increase in spending this year, with total expenditures reaching $62,659,367,692.84. This accounted for 33.1% of the top 100 agencies' spending.
12h ago2zpi-yjjs10,498ms5,438 tok
replay →Which agency has seen the largest increase in expenditures since 2023?
The Health and Human Services Commission has seen the largest increase in expenditures since 2023, with total spending reaching $62,659,367,692.84 in 2024. This accounts for 33.1% of the expenditures among the top 100 ag
12h ago2zpi-yjjs11,114ms5,505 tok
replay →What were the top complaint types in Austin vs Dallas last month?
In Austin last month, the top complaint type was "DSD - Request Code Officer" with 2,255 requests, followed by "ARR - Garbage" with 2,130 requests. In Dallas, the leading complaint type was "Code Concern - CCS" with 578
12h agoxwdj-i9he12,868ms6,490 tok
replay →What were the top 3 months for noise complaints in Austin vs Dallas?
No data was returned for noise complaints in either Austin or Dallas from the datasets queried. This could be due to limitations in the time range or filters applied. Broadening the search criteria may provide more insig
12h agoxwdj-i9he10,937ms5,570 tok
replay →What were the top 3 complaint types in District 3 last month?
The top three complaint types in District 3 last month were not available in the dataset summary. It seems the data query returned no results or was unable to retrieve the specific counts for complaint types during the s
12h agoxwdj-i9he17,111ms8,568 tok
replay →What types of permits are most common in 78702 this month?
The most common permit type in the 78702 area this month is Building Permits (BP), with 48 issued. This is followed by Mechanical Permits (MP) at 46, Electrical Permits (EP) at 36, Plumbing Permits (PP) at 31, and Develo
12h ago3syk-w9eu9,345ms5,164 tok
replay →What trends have emerged in franchise tax holders over the last year?
Over the last year, several cities in Texas saw significant changes in franchise tax holders. Mineola experienced a notable increase from 0 to 1,021 tax holders, while San Marcos, Hutto, and DeSoto also saw substantial r
12h ago9cir-efmm13,539ms5,194 tok
replay →What specific tasks does the agent handle for 311 complaints?
The agent handles a wide range of 311 complaints in Austin, with the most common tasks including requests for code officers (213,556 cases), traffic signal maintenance (98,659 cases), garbage issues (88,396 cases), and l
12h agoxwdj-i9he16,677ms8,867 tok
replay →What specific crime types have increased in 78744 vs 78704 since 2024?
There is no available data on crime types that have increased in the 78744 and 78704 ZIP codes since 2024. The query returned no records for this time period. You may want to broaden the date range or adjust the filters
12h agofdj4-gpfu17,206ms8,536 tok
replay →What percentage of District 3 complaints are related to noise?
There is no data available on the percentage of noise-related complaints in District 3. Both the total number of complaints in District 3 and the count of noise-related complaints are missing from the dataset.
12h agoxwdj-i9he4,540ms5,515 tok
replay →What is the trend of food truck permits in 78702 over the last year?
There were no food truck permits issued in the 78702 area over the last year based on the available data. This suggests either a lack of new permits or incomplete records for this specific permit type and timeframe.
12h ago3syk-w9eu19,498ms6,887 tok
replay →What criteria are used to determine restaurant improvement?
Restaurant improvement is typically determined by comparing health inspection scores over time or tracking a reduction in violations. These metrics provide a clear view of whether a restaurant is addressing health and sa
12h ago11,512ms4,247 tok
replay →What are the trends for the top complaint type in District 3 over the year?
There is no data available for the top complaint type in District 3 over the specified year. This could be due to a lack of complaints recorded in the dataset for this time period or the need to adjust the filters or tim
12h agoxwdj-i9he11,957ms6,063 tok
replay →What are the top reasons for food inspection failures in Austin this year?
The top reason for food inspection failures in Austin this year is related to routine inspections, with 34 establishments scoring below 70 during these checks. This data reflects inspections conducted since May 13, 2025.
12h agoecmv-9xxi13,155ms9,721 tok
replay →What are the top datasets available in Houston's catalog vs Austin's?
Houston's catalog was not included in the dataset results provided. However, Austin's catalog features datasets like "Issued Construction Permits," which includes information on building, electrical, mechanical, plumbing
12h ago15,144ms5,384 tok
replay →What are the top crime types in District 1 compared to District 2?
In District 1, the top crime type is Family Disturbance with 64,078 incidents, followed by Burglary of Vehicle (42,319) and Theft (41,332). In District 2, the leading crime types are similar, with Family Disturbance also
12h agofdj4-gpfu13,599ms6,086 tok
replay →What are the top 5 zips with the most code violations this year?
The top 5 ZIP codes with the most code violations this year are 78758 with 2,151 violations, 78741 with 1,934, 78744 with 1,781, 78745 with 1,741, and 78704 with 1,701. These areas have the highest counts of reported iss
12h ago6wtj-zbtb17,500ms9,136 tok
replay →What are the top 5 zips for permit clustering in the last 30 days?
The top 5 ZIP codes for permit clustering in the last 30 days are 78744 with 388 permits, 78745 with 293 permits, 78704 with 249 permits, 78747 with 231 permits, and 78703 with 228 permits. These areas saw the highest co
12h ago3syk-w9eu17,485ms8,298 tok
replay →What are the top 5 restaurants with the most inspection failures?
The restaurant with the most inspection failures is "INELIGIBLE FOR RENEWAL - Pushpa The Indian Restaurant," with 3 failures. Four other establishments—Buffet Palace, Man Pasand Supermarket #4, Step In Grocery, and OOB -
12h agoecmv-9xxi10,905ms5,442 tok
replay →What are the top 5 restaurants near 78704 with failing inspections?
The Whip In, located at 1950 S IH 35 Svrd SB in the 78704 area, is the only restaurant with a failing inspection score below 70. It received a score of 62 during a routine inspection on June 4, 2025.
12h agoecmv-9xxi9,620ms5,268 tok
replay →What are the top 5 datasets available for public use?
The top 5 datasets available for public use include "Austin 311 Public Data" and "Trail Counters Daily Totals" from Austin's data portal, as well as the "Active Franchise Tax Permit Holders" dataset from the State of Tex
12h ago9cir-efmm16,858ms8,444 tok
replay →What are the top 5 complaint types in the highest volume zips?
The top five complaint types in the highest volume ZIP codes (78704, 78745, 78702, 78701, and 78744) could not be determined because the dataset did not return specific complaint type details for these areas. The query f
12h agoxwdj-i9he12,393ms6,109 tok
replay →What are the top 5 complaint types in District 2 this year?
The top complaint type in District 2 this year is "Complaints," with a total of 4,364 cases reported. This data reflects cases opened since May 13, 2025, across the relevant zip codes in the district.
12h ago6wtj-zbtb23,370ms12,221 tok
replay →What are the top 5 commercial permit types issued since 2024?
The top 5 commercial permit types issued since May 13, 2024, are EP (9,390 permits), BP (8,053 permits), MP (5,838 permits), PP (5,830 permits), and DS (312 permits). These counts reflect the most frequently issued permi
12h ago3syk-w9eu11,078ms5,109 tok
replay →What are the top 5 cities for mixed-beverage receipts in Texas?
The top five cities in Texas for mixed-beverage receipts are Houston with 457,327 receipts, Dallas with 347,742, San Antonio with 216,168, Austin with 210,534, and Fort Worth with 97,942. These cities lead in beverage sa
12h agonaix-289317,433ms9,050 tok
replay →What are the top 3 zips with the most simultaneous spikes this year?
There are no available datasets to determine the top 3 ZIP codes with the most simultaneous spikes this year.
12h ago15,755ms7,576 tok
replay →What are the top 3 zips with the highest Heat Index increases?
We don't have data on heat index or temperature changes in our catalog, so we can't identify the top ZIP codes with the highest increases. Let me know if you'd like help with other types of data, such as construction per
12h ago10,733ms4,277 tok
replay →What are the top 3 years for construction permits in Austin?
The top three years for construction permits in Austin were 2019 with 75,450 permits, 2021 with 74,268 permits, and 1984 with 70,692 permits. These years saw the highest levels of construction activity based on issued pe
12h ago3syk-w9eu11,012ms5,885 tok
replay →What are the top 3 violation types with the fastest closure rates?
The top three violation types with the fastest closure rates are not explicitly detailed in the dataset summary provided. However, the dataset indicates that "Complaints" is the most frequently closed case type, with 79,
12h ago6wtj-zbtb20,227ms9,973 tok
replay →What are the top 3 noise complaint types in the highest volume zips?
The top three zip codes with the highest volume of noise complaints are 78704 (170,473 complaints), 78745 (158,136 complaints), and 78702 (146,250 complaints). However, the specific types of noise complaints in these are
12h agoxwdj-i9he19,195ms9,657 tok
replay →What are the top 3 fastest-growing permit types in 2023?
The top 3 fastest-growing permit types in 2023 are not identifiable because all major permit categories experienced declines. For example, DS permits dropped by 25.7% (from 2,533 to 1,881), BP permits fell by 18.7% (from
12h ago3syk-w9eu10,991ms6,109 tok
replay →What are the top 3 cities for franchise tax permit holders in Texas?
The top three cities for franchise tax permit holders in Texas are Houston with 378,629 permit holders, Austin with 291,144, and Dallas with 232,863. These cities have the highest concentration of active franchise tax pe
12h ago9cir-efmm17,058ms8,233 tok
replay →What are the most popular datasets in Dallas this year?
The most popular dataset in Dallas this year is the "Dallas Police Active Calls" dataset, which provides real-time information on police incidents, including type, priority, location, and status. It has been actively upd
12h ago9fxf-t2tr20,652ms10,596 tok
replay →What are the key steps in the agent loop for 311 requests?
The agent loop for 311 requests involves four key steps: the user specifies their query (e.g., city or request type), the agent checks if relevant data exists in the catalog, the agent fetches and processes the data if a
12h ago12,142ms4,837 tok
replay →What are the implications of original_zip on demographic studies?
The implications of "original_zip" on demographic studies depend on the dataset's context. Typically, "original_zip" refers to the ZIP code where data was initially collected, which can help analyze geographic trends, so
12h ago8,418ms4,234 tok
replay →What are the common categories under permit_class_mapped?
The most common categories under "permit_class_mapped" are "Residential" with 1,607,178 permits and "Commercial" with 748,030 permits. These categories represent the primary classifications for issued construction permit
12h ago3syk-w9eu10,496ms4,439 tok
replay →What are the average response times for 311 in District 1?
The dataset does not provide specific average response times for 311 service requests in District 1. It includes details on service request types and counts but lacks data on response time metrics. For precise response t
12h agoxwdj-i9he16,266ms8,714 tok
replay →How many restaurants in 78704 have failed inspections this year?
The dataset does not include information specific to restaurants in the 78704 zip code or their inspection outcomes for this year. Additional filtering or data is needed to determine how many restaurants in 78704 failed
12h agoecmv-9xxi16,713ms8,228 tok
replay →How many food truck permits were issued in 78702 last month?
No food truck permits were issued in the 78702 zip code last month based on the available data.
12h ago3syk-w9eu13,811ms6,552 tok
replay →How many failing inspections have occurred near 78704 this year?
There have been no failing food establishment inspections (scores below 70) near the 78704 area so far this year.
12h agoecmv-9xxi21,441ms10,954 tok
replay →How many critical violations are reported in 78701 this year?
There are no critical violations reported in the 78701 zip code so far this year.
12h agoecmv-9xxi18,450ms9,380 tok
replay →How many active franchise tax holders are in Austin compared to Dallas?
The data does not provide specific counts for active franchise tax holders in Austin and Dallas. It appears there are no records or the query returned no results for these cities in the dataset.
12h ago9cir-efmm8,499ms4,417 tok
replay →How is permit_class_mapped categorized in the dataset?
The "permit_class_mapped" field in the dataset is categorized into two main classes: "Residential" and "Commercial." There are 1,607,178 permits classified as Residential and 748,030 permits classified as Commercial.
12h ago3syk-w9eu10,338ms4,938 tok
replay →How is original_zip used in data analysis?
The dataset schema provided does not include a column named "original_zip," so it is not used in this specific data analysis. If you are looking for geographic or location-based analysis, other fields like "Permit Locati
12h ago3syk-w9eu11,802ms7,978 tok
replay →How have the top complaint types changed over the last year?
The top complaint types in Austin have shifted significantly over the past year, with several categories seeing notable increases. For example, complaints about "ARR - Storm Debris Collection" rose from 0 to 2,449, and "
12h agoxwdj-i9he13,917ms5,119 tok
replay →How have residential vs commercial construction permits trended over 5 years?
Over the past five years in Austin, residential construction permits decreased by 13.2%, from 266,349 to 231,202 permits. Commercial construction permits also declined, dropping 10.9% from 85,157 to 75,873 permits. Both
12h ago3syk-w9eu18,876ms9,256 tok
replay →How have mixed-beverage receipts changed in Austin over the last year?
Over the last year, mixed-beverage receipts in Austin have shown significant growth. For example, in October 2025, receipts totaled $101,365,547, while in March 2026, they reached $92,154,837. These figures indicate a su
12h agonaix-28939,386ms6,179 tok
replay →How have crime types changed in the last 12 months by district?
In the last 12 months, certain crime types in Austin have seen notable changes. Reports of catalytic converter thefts increased from 0 to 159 incidents, while possession of synthetic marijuana rose from 0 to 93 incidents
12h agofdj4-gpfu14,651ms6,005 tok
replay →How have 311 response times changed in the last 6 months?
311 response times have fluctuated over the last six months, with the number of service requests peaking in April 2026 at 24,465 and dropping significantly to 9,275 in May 2026. Other notable counts include 23,614 in Mar
12h agoxwdj-i9he25,078ms11,997 tok
replay →How has the number of datasets in Austin's catalog changed this year?
The number of datasets in Austin's catalog has significantly decreased this year. It dropped from 291,632 to a range between 9,275 and 29,476, depending on the specific dataset count analyzed, representing a reduction of
12h agoxwdj-i9he18,438ms10,255 tok
replay →How has the number of datasets changed in the last year?
The number of datasets has increased over the last year. For example, the "Issued Construction Permits" dataset from the City of Austin shows data issued as recently as January 6, 2026, indicating ongoing updates and add
12h agodiscover_datasets20,706ms10,761 tok
replay →How has the agent's performance changed over the last year?
I couldn't find any data to analyze the agent's performance over the last year. Let me know if there's a specific dataset or source you'd like me to check.
12h ago14,024ms9,448 tok
replay →How has the Heat Index trend changed in 78704 over the last 5 years?
We don't have data on heat index trends for the 78704 area over the last 5 years. For this information, you would need to consult weather or climate-focused sources like NOAA or local meteorological services.
12h ago16,217ms4,301 tok
replay →How has permit clustering changed compared to the last month?
Permit clustering has shifted significantly in some areas compared to last month. For example, permits in ZIP code 78734 increased from 5 to 14 (+180%), while 78736 saw a rise from 26 to 51 (+96.2%). In contrast, permits
12h ago3syk-w9eu10,928ms5,186 tok
replay →How has crime severity changed in high-permit zips over the last year?
Crime severity data for high-permit ZIP codes over the last year is not available in the summarized results. While the total counts of permits and crime categories were analyzed, specific changes in crime severity or tre
12h ago3syk-w9eu28,752ms14,073 tok
replay →How does the top complaint type in District 3 compare to the city average?
The top complaint type in District 3 is "Austin Code - Request Code Officer," with 213,556 reports. This is significantly higher than the city average for the same complaint type, which is 54,954 reports.
12h agoxwdj-i9he17,015ms9,374 tok
replay →How does the shift in permit mix compare to previous years?
The permit mix has shifted significantly compared to previous years. Residential permits dropped by 25.3%, from 164,444 to 122,825, a decrease of 41,619 permits. Commercial permits saw a much smaller decline of 1.8%, fal
12h ago3syk-w9eu17,795ms8,554 tok
replay →How does the number of active franchise tax holders compare to last year?
The number of active franchise tax holders has increased significantly compared to last year. This year, there are 83,994 active taxpayers in the largest county (code 101), up from 57,631 last year. Similarly, the second
12h ago9cir-efmm17,541ms8,545 tok
replay →How does the growth rate of permit types compare to last year?
Permit types showed mixed growth rates compared to last year. Development Services (DS) permits decreased by 9.4% (from 1,181 to 1,070), Electrical Permits (EP) dropped by 3.2% (from 16,683 to 16,149), and Plumbing Permi
12h ago3syk-w9eu6,297ms5,251 tok
replay →How does the clustering of permits compare to the previous month?
Permit clustering increased significantly in several areas compared to the previous month. For example, in ZIP code 78732, permits rose from 5 to 23, a 360% increase. Similarly, ZIP code 78613 saw an increase from 3 to 1
12h ago3syk-w9eu4,882ms5,220 tok
replay →How does the closure rate of violations compare to last year?
The closure rate of violations has increased slightly compared to last year, with closed violations rising from 25,050 to 25,632, an increase of 582 cases or 2.3%. In contrast, active violations saw a significant rise fr
12h ago6wtj-zbtb10,261ms5,038 tok
replay →How does the agent loop differ between Austin and Dallas?
In Austin, 94.2% of service requests are marked as "Closed," with 2,301,033 requests in this category, while 3.6% are "Duplicate (closed)" and 1.4% are "Resolved." In Dallas, the data for service request statuses is not
12h agoxwdj-i9he28,771ms10,045 tok
replay →How does the Heat Index trend in 78744 compare to other zips?
We don't have data on the Heat Index or weather trends for 78744 or other zip codes. For this type of analysis, you may need to consult a weather or climate-focused data source.
13h ago8,136ms4,270 tok
replay →How does permit clustering in 78702 compare to the previous month?
Permit clustering in the 78702 area decreased by 18.9% compared to the previous month. The number of permits dropped from 206 to 167, a reduction of 39 permits.
13h ago3syk-w9eu11,131ms4,908 tok
replay →How does 311 volume in flood-prone zips compare to the last year?
311 request volumes in flood-prone ZIP codes show mixed trends compared to last year. In 78741, requests dropped by 1,503 (-12.4%), from 12,074 to 10,571. Similarly, 78702 saw a decrease of 900 requests (-4.7%), from 19,
13h agoxwdj-i9he10,167ms5,252 tok
replay →How do traffic fatalities this year compare to last year by zip?
Traffic fatalities have increased this year compared to last year in several areas of Austin. Notable increases include Guadalupe St, W Slaughter Ln, E Ben White Blvd Svrd WB, IH 35 Svrd SB, and William Cannon, each risi
13h agoy2wy-tgr519,922ms9,604 tok
replay →How do these spikes compare to the previous year by zip?
In zip code 78681, service requests doubled from 14 to 28, and in 78663, they also doubled from 1 to 2 compared to the previous year. Conversely, zip code 78620 saw a significant drop, with requests falling from 18 to 7
13h agoxwdj-i9he16,587ms8,575 tok
replay →How do the top zips this year compare to last year's data?
This year, some zip codes saw significant changes in 311 service requests compared to last year. For example, zip code 78681 experienced a 100% increase, rising from 14 to 28 requests, while 78620 saw a 61.1% decrease, d
13h agoxwdj-i9he18,592ms10,859 tok
replay →How do the top request types in Dallas compare to Austin this year?
In Dallas, the top service request type this year is "Code Concern - CCS" with 6,338 requests. In Austin, the leading request type is "ARR - Garbage" with 24,818 requests. Austin's top request types generally have much h
13h agogc4d-8a498,658ms9,270 tok
replay →How do the top 311 volume zips in Austin compare to last year?
The top Austin ZIP codes for 311 requests showed mixed changes compared to last year. For example, ZIP 78681 saw a 100% increase, rising from 14 to 28 requests, while ZIP 78733 experienced a 28.3% decrease, dropping from
13h agoxwdj-i9he23,991ms5,233 tok
replay →How do the spikes in permits and violations compare to last year?
Both construction permits and code violations have seen significant drops compared to last year. Permits decreased by 92.4% to 96.9%, with counts falling from 54,817 to as low as 1,696. Similarly, code violations dropped
13h ago3syk-w9eu14,770ms7,783 tok
replay →How do the complaint types in District 3 compare to District 2 this year?
District 3 (ZIP code 78745) has received 567 complaints so far this year, while District 2 (ZIP code 78744) has had 537 complaints. This shows District 3 has slightly more complaints, with a difference of 30 cases.
13h ago6wtj-zbtb15,587ms7,775 tok
replay →How do spending growth rates compare among the top agencies?
The Health and Human Services Commission leads spending among top Texas agencies with $62.66 billion, accounting for 33.1% of the top 100 expenditures. The Texas Education Agency follows at $42.38 billion (22.4%), while
13h ago2zpi-yjjs6,154ms6,080 tok
replay →How do outlier valuations compare to the average permit valuation this year?
Outlier valuations this year are significantly higher than the average permit valuation. For example, the highest valuation recorded is $190,000,000, while the average permit valuation is much lower at $1,200,000. These
13h ago3syk-w9eu21,305ms9,705 tok
replay →How do noise complaints in the last 30 days compare to the previous month?
I tried to answer that but ran into a problem the agent couldn't recover from. The summarize_data step kept failing with: HTTP 400 on https://datahub.austintexas.gov/resource/xwdj-i9he.json?%24where=sr_type_desc+ILIKE+%2
13h agoxwdj-i9he8,989ms7,931 tok
replay →How do noise complaints in Austin compare to Dallas in the last 6 months?
There is no available data on noise complaints for Austin or Dallas in the last six months. Both datasets were queried for noise-related service requests during this period, but no results were returned.
13h agoxwdj-i9he30,324ms10,164 tok
replay →How do multiple failure rates compare to last year?
I couldn't find any datasets related to failure rates for comparison. Let me know if you'd like me to assist further or refine the search.
13h ago10,130ms7,461 tok
replay →How do last month's complaint types compare to the same month last year?
Last month saw significant increases in several complaint types compared to the same month last year. For example, "TPW - Activate/Deactivate Work Zone" complaints rose from 0 to 226, and "Pet Resource Center - Stray Ass
13h agoxwdj-i9he7,006ms5,175 tok
replay →How do food inspection failures this year compare to last year?
Food inspection failures have increased this year compared to last year. For example, in zip codes like 78753-3798, failures rose from 0 to 2, and in 78704-7220, they increased from 0 to 1. Several other areas, including
13h agoecmv-9xxi6,330ms5,229 tok
replay →How do crime trends in 78744 compare to the previous year?
There is no available data on crime trends in the 78744 area for the past year or the year before that. Both queries returned no results, so no comparison can be made at this time.
13h agofdj4-gpfu9,761ms10,747 tok
replay →How do code violations in 78701 compare to the city average this year?
The 78701 ZIP code has recorded 171 code violations so far this year. This is significantly below the citywide average of 379 violations per ZIP code.
13h ago6wtj-zbtb8,462ms12,442 tok
replay →How do busy contractors in 2023 compare to last year?
In 2023, several contractors saw significant increases in issued construction permits compared to 2022, where they had none. Accurate Leak & Line issued 168 permits, Champion AC & Plumbing issued 139, FOX Service Company
13h ago3syk-w9eu4,781ms5,076 tok
replay →How do Dallas datasets compare to Austin's in terms of volume?
Dallas has three curated datasets available, including police active calls and 311 service requests. Austin, on the other hand, offers four curated datasets, such as code complaint cases and food establishment inspection
13h ago3,290ms4,881 tok
replay →How do 2024 expenditures compare to previous years for top agencies?
In 2024, the Health and Human Services Commission had the highest expenditures among top Texas agencies at $62.66 billion, accounting for 33.1% of the top 100 agencies' spending. The Texas Education Agency followed with
13h ago2zpi-yjjs7,202ms6,068 tok
replay →How did 311 volume in Austin change compared to the previous month?
Austin's 311 requests increased by 812, or 3.6%, rising from 22,667 in the previous month to 23,479 in the most recent month.
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replay →Top complaint type in District 3 this year
There is no data available for complaint types in District 3 for this year based on the query results. This could indicate either a lack of complaints recorded or an issue with the data retrieval.
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replay →Top 5 zips by permit count, last 12 months
The top 5 ZIP codes by permit count in the last 12 months are 78744 with 3,697 permits, 78704 with 3,547 permits, 78745 with 3,127 permits, 78757 with 2,518 permits, and 78731 with 2,468 permits. These areas saw the high
13h ago3syk-w9eu10,821ms9,071 tok
replay →Top 5 outliers in permit valuation this year
The top 5 outliers in permit valuation this year include permits with exceptionally high total job valuations. These permits represent significant construction projects issued in Austin in 2023, but specific valuation am
13h ago3syk-w9eu27,380ms10,531 tok
replay →Top 5 complaint types in District 3 this year
There are no complaint types recorded for District 3 this year in the dataset. This could indicate a lack of data or no complaints filed during the specified timeframe.
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replay →Top 311 request types in Dallas this year
The top 311 request type in Dallas this year is "Code Concern - CCS," with 2,007 requests. Other request types have significantly lower counts, such as "Consumer Protection Complaint - CCS" with 44 requests and "Single F
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replay →Top 311 complaint types in Austin last month
The top 311 complaint type in Austin last month was "DSD - Request Code Officer" with 2,255 reports. This was followed by "ARR - Garbage" with 2,130 reports and "TPW - Parking Violation Enforcement" with 2,126 reports. O
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replay →Top 311 complaint types in Austin
The top 311 complaint type in Austin is "Austin Code - Request Code Officer," with 213,556 reports. Other frequent complaints include "Traffic Signal - Maintenance" (98,659 reports), "ARR - Garbage" (88,396 reports), and
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replay →Top 10 state agencies by total 2024 expenditures
The top 10 Texas state agencies by total 2024 expenditures are led by the Texas Department of Transportation with 2,281 expenditures, followed by the Parks & Wildlife Department with 1,882, and the Health and Human Servi
13h ago2zpi-yjjs5,051ms5,774 tok
replay →Top 10 most-improved restaurants over 2 years
The top 10 most-improved restaurants in Austin over the past two years all achieved a perfect improvement, with their average inspection scores rising from 0 to 100. These include Early Childhood Program @JCAA, RT 8 - Es
13h agoecmv-9xxi9,209ms9,296 tok
replay →Top 10 cities by total mixed-beverage receipts
The top 10 cities by total mixed-beverage receipts are Houston with 457,327, Dallas with 347,742, San Antonio with 216,168, Austin with 210,534, Fort Worth with 97,942, El Paso with 82,413, Orlando with 63,621, Coppell w
13h agonaix-28936,689ms5,773 tok
replay →Show the Austin Heat Index trend by zip over the last 5 years
We do not have data on the heat index or temperature trends in Austin over the last 5 years. For this information, you may want to consult weather-focused sources like NOAA or local meteorological services.
13h ago5,915ms4,588 tok
replay →Show me the busiest contractors by zip this year
The busiest contractors this year by zip code include IES Residential, Inc., which completed 101 permits in zip code 78747 and 96 in 78660. In Charge Electrical Services followed with 88 permits in 78747, while Landmark
13h ago3syk-w9eu20,679ms8,933 tok
replay →Show me Austin construction permit trends over the last 5 years
Over the last five years, Austin construction permits have significantly declined. In 2018, there were 70,641 permits issued, but by 2022, this number had dropped to 19,883—a decrease of 71.9%. Each year saw a steady dec
13h ago3syk-w9eu7,896ms8,665 tok
replay →Compare top 311 volume zips across Austin and Dallas
Austin's top ZIP code for 311 service requests is 78704, with 170,473 requests. In Dallas, the highest volume is in City Council District 10, with 31,987 requests. Austin's leading ZIP codes have significantly higher req
13h agoxwdj-i9he10,484ms9,121 tok
replay →Compare 311 volume in flood-prone zips vs city average
Flood-prone ZIP codes in Austin, such as 78702, 78704, 78721, 78741, and 78744, collectively logged 589,801 311 service requests. This averages 117,960 requests per ZIP code. In comparison, the citywide average across al
13h agoxwdj-i9he7,841ms6,195 tok
replay →Compare 311 volume between Austin and Dallas last month
Austin had significantly higher 311 service request volume last month compared to Dallas. Austin recorded 23,240 requests across various departments, while Dallas reported only 618 requests.
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replay →Which zip has the most critical violations
The dataset does not include information about the number of critical violations per zip code. It only provides inspection scores, dates, and other details about restaurant inspections. To determine which zip code has th
14h agoecmv-9xxi13,960ms8,161 tok
replay →Which violation types are closing fastest?
The fastest-closing violation type is "Complaints," with 79,213 cases marked as closed. This category has the highest count of resolved cases in the dataset.
14h ago6wtj-zbtb18,802ms9,014 tok
replay →Which Texas cities have the most active franchise tax permit holders?
Houston has the most active franchise tax permit holders in Texas, with 378,629 permits. Austin follows with 291,144, and Dallas ranks third with 232,863. Other cities with high counts include San Antonio (131,739) and F
14h ago9cir-efmm12,440ms8,211 tok
replay →Which restaurants have multiple failures this year?
No restaurants in Austin have had multiple inspection failures (scores below 70) so far this year. Each of the 11 establishments with failing scores only failed once in 2026.
14h agoecmv-9xxi8,140ms9,682 tok
replay →Which permit types are growing fastest year-over-year?
Building Permits (BP) are growing the fastest year-over-year, increasing by 301 permits, or 2.6%, from 11,545 to 11,846. Mechanical Permits (MP) also saw a smaller increase of 57 permits, or 0.5%, rising from 10,373 to 1
14h ago3syk-w9eu6,092ms5,153 tok
replay →Which agencies grew their share of state spending?
The Health and Human Services Commission and the Texas Education Agency grew their share of state spending significantly. The Health and Human Services Commission accounted for 33.1% of the top 100 expenditures, totaling
14h ago2zpi-yjjs5,706ms5,027 tok
replay →Where do permits cluster in the last 30 days?
In the last 30 days, construction permits have clustered most heavily in ZIP code 78744, with 388 permits issued. Other high-activity areas include 78745 with 293 permits and 78704 with 249 permits. These ZIP codes repre
14h ago3syk-w9eu8,855ms8,951 tok
replay →Where do permits cluster in 78702 last 30 days?
In the last 30 days, permits in the 78702 area clustered most heavily at 2915 E Cesar Chavez St, with 11 permits issued. Other notable clusters include 2810 E 2nd St and 924 E 7th St Unit 500 and Unit 400, each with 4 pe
14h ago3syk-w9eu4,647ms4,960 tok
replay →What does original_zip mean?
The term "original_zip" does not appear as a column in any of the datasets currently in the catalog. If you're referring to a specific dataset, please provide more details so I can assist further.
14h ago3,544ms4,085 tok
replay →What datasets do you have?
TXLookup has 11 datasets covering Austin, Texas, and Dallas. These include daily updates on Austin construction permits, 311 public data, and code complaints, as well as weekly food inspection scores and crime reports. S
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replay →Top crime types by district
The most common crime types by district are theft, family disturbance, and burglary of vehicles. District 9 has the highest count of thefts with 41,827 incidents, while District 3 leads in family disturbances with 40,830
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replay →Restaurants in 78704 with failing inspections this year
One restaurant in the 78704 area received a failing inspection score this year. Whip In, located at 1950 S IH 35 Svrd SB in Austin, scored 62 during a routine inspection on June 4, 2025.
14h agoecmv-9xxi5,253ms5,059 tok
replay →How does the agent work?
The agent operates in a loop: it first interprets your question or request, identifies relevant datasets, and, if necessary, queries those datasets to retrieve information. For system-related questions or data availabili
14h ago16,879ms4,217 tok
replay →Compare crime severity by zip vs same zip's permit volume
Crime severity and permit volume vary significantly across Austin's zip codes. For example, zip code 78704 has the highest crime count at 140,270 incidents, while also being a high permit activity area. In contrast, zip
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replay →Compare 311 noise complaints between Austin and Dallas, by month, last 12 months
I tried to answer that but ran into a problem the agent couldn't recover from. The a step step kept failing with: no detail. This usually means the dataset doesn't have the column or value the question implied. Try rephr
14h agoxwdj-i9he12,732ms8,392 tok
replay →What does permit_class_mapped mean?
The column permit_class_mapped is a standardized version of permit class information in the "Issued Construction Permits" dataset for Austin. It groups specific permit types, such as "Residential Addition" or "Commercial
14h ago23,198ms4,205 tok
replay →How does the agent loop work end-to-end?
The agent loop begins when you submit a question or request. If your query is about metadata, the system answers directly. For data-specific questions, the system identifies the relevant dataset, formulates a query, retr
14h ago10,298ms4,289 tok
replay →What datasets do you have for Dallas?
We have four datasets related to Dallas. These include the "Dallas Police Active Calls" dataset with live updates on police incidents, the "Dallas 311 Service Requests" dataset covering non-emergency service requests, an
14h ago10,529ms7,828 tok
replay →How does Houston's open-data catalog compare to Austin's?
Austin's open-data catalog appears more extensive and detailed compared to Houston's. Austin offers datasets like 311 call logs, crime reports, and food inspection scores, including 82,674 code complaint cases. In contra
14h agoN/A11,698ms13,086 tok
replay →Which zip is heating up fastest by composite Heat Index?
We currently don't have data on composite Heat Index trends or temperature changes by zip code. The closest available datasets, such as Austin 311 Public Data or Code Complaint Cases, might include heat-related complaint
14h ago4,897ms4,279 tok
replay →Which Texas city has the most active franchise tax holders?
Houston has the most active franchise tax holders in Texas, with 378,629 businesses. It is followed by Austin with 291,144 and Dallas with 232,863.
14h ago9cir-efmm6,211ms8,151 tok
replay →Where do permits and code violations spike together by zip?
Zip code 78744 shows the highest combined activity for permits and code violations, with 3,697 permits and 1,781 code violations. Other areas with significant overlap include 78704 (3,547 permits and 1,701 violations) an
14h ago3syk-w9eu18,679ms16,100 tok
replay →Where do construction permits cluster in Austin in the last 30 days?
In the last 30 days, construction permits in Austin were most concentrated in ZIP codes 78744 with 388 permits, 78745 with 293 permits, and 78704 with 249 permits. These areas saw the highest activity compared to other p
14h ago3syk-w9eu7,414ms9,001 tok
replay →Code violations by zip in Austin this year
So far this year, Austin has recorded 1,404 code violations. The zip codes with the highest counts are 78741 with 725 violations, 78758 with 720, and 78704 with 650. Other areas like 78702 and 78745 also saw significant
14h ago6wtj-zbtb9,584ms9,022 tok
replay →Traffic fatalities in Austin by zip this year
So far this year, there have been traffic fatalities reported in multiple zip codes across Austin. Specific counts by zip code would require further analysis of the dataset, but the data includes detailed records of cras
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replay →Food truck permits issued in 78702 in the last six months
No food truck permits were identified as issued in the 78702 area in the last six months based on the provided data. The records retrieved do not include any relevant permits for food trucks during this period.
14h ago3syk-w9eu4,690ms4,832 tok
replay →311 response times across all 10 council districts
The Austin 311 dataset does not provide specific response times broken down by council districts. However, it includes data on service requests by department and zip code, with counts such as 50,135 requests for Transpor
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replay →Compare crime trends in 78744 vs 78704 since 2024
There were no crime data trends available for ZIP codes 78744 and 78704 since 2024 in the dataset. This could indicate either no recorded incidents or a lack of data for these areas during this time period.
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replay →Top zips by 311 noise complaints in the last 30 days
There were no 311 noise complaints recorded in Austin in the last 30 days.
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replay →Restaurants near 78704 with failing inspections this year
No restaurants in the 78704 area have received failing health inspection scores (below 70) so far this year.
14h agoecmv-9xxi12,850ms9,596 tok
replay →How has Austin's permit mix shifted from residential to commercial since 2024?
Since 2024, Austin's residential permits increased by 13,817 (34.0%), rising from 40,690 to 54,507. Commercial permits also grew, adding 4,771 (31.7%) and increasing from 15,057 to 19,828. While both categories saw signi
14h ago3syk-w9eu7,139ms5,025 tok
replay →Where do permits and code violations both spike together this year by zip?
The zip codes where both permits and code violations spike together this year are 78744, 78704, and 78745. In 78744, there were 3,697 permits and 1,781 code violations. In 78704, there were 3,547 permits and 1,701 code v
14h ago3syk-w9eu38,032ms18,539 tok
replay →How many food inspection failures in Austin this year
This year in Austin, there have been 32 food inspection failures, defined as scores below 70. These failures are distributed across various zip codes in the city.
15h agoecmv-9xxi10,502ms10,216 tok
replay →
Methodology
Each lookup passes through a planner → executor → critic → synthesizer loop. The critic must approve the plan and the answer before publication. Source datasets are queried live with cache-resilient fallback; raw SoQL and every tool call are preserved per run.