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Proof C Mixed signals Failure / pullback

MyCity (Ville de New York)

public-service RAG conversational agent

IndustryOtherLeverRetentionFamilyConversationImplementationMartech platformStagepost-purchase
conseils illegaux
Advice that broke the law on tips, housing vouchers, and eviction
"Yes, you can take a cut of your worker's tips" S1

In March 2024, the city of New York's official MyCity chatbot advised businesses to follow illegal practices, such as taking a cut of tips or refusing Section 8 housing vouchers; the administration kept it online as a pilot.

Objective

Help New York City entrepreneurs navigate municipal procedures and regulations through an official conversational assistant, to relieve pressure on city services.

The deployment

Announced by Mayor Eric Adams in October 2023, the MyCity portal chatbot was meant to guide businesses through municipal rules. In March 2024, an investigation by The Markup showed that it delivered advice that broke the law: it stated that a landlord could refuse Section 8 housing vouchers, that an employer could take a cut of its workers' tips, or that a restaurant could decline to accept cash. Asked the same question about housing vouchers by ten testers, the bot answered ten times that the landlord was not required to accept them, even though source-of-income discrimination is illegal in New York.

Results Proof C

conseils illegaux
Advice that broke the law on tips, housing vouchers, and eviction
"Yes, you can take a cut of your worker's tips" S1
maintenu en ligne
Chatbot kept online despite the evidence, reframed as a pilot
"no, buildings did not have to accept housing vouchers" S1

Investigative reporting by The Markup, with reproduced tests and direct quotes, picked up by THE CITY and other established outlets, naming the city of New York and its administration. No published court ruling.

How it works

Inferred typical approach

The internal detail is not public. Here is a proven approach that leads to the same result, to adapt to your stack.

recuperation (defaillante / non citee)reponse (parfois illegale) Entrepreneur cherchantune regle municipale Chatbot portail MyCity LLM Azure AI Microsoft Azure AI Corpus reglementairemunicipal (recuperationincertaine)

The stack in detail

  • plateforme Microsoft Azure AI Microsoft's AI platform that hosts the MyCity chatbot's LLM, according to the city of New York's own communications.
  • llm LLM Azure (modele exact non publie) Text-generation model provided through Azure AI; the city did not publish the exact model or the details of the document-retrieval setup.
  • outil Portail MyCity The city of New York's official business-services portal, the channel where the chatbot was exposed.

Post-mortem

Graveyard

What happened sourced

Mayor Eric Adams announced the MyCity chatbot in October 2023 as an aid to businesses. On March 29, 2024, The Markup published an investigation showing that it gave illegal advice: refusing Section 8 vouchers, taking a cut of tips, eviction without process, and no rent cap. The bot was also inconsistent, answering differently across sessions. On April 2, The Markup found it still online, with the administration having reframed it as a pilot with warnings rather than pulling it.

Reason for failure sourced

A public-service conversational assistant that delivered generated regulatory answers with no guarantee of legal compliance, no citation of the applicable rule, and no adequate oversight. In a domain where a wrong answer exposes the user to an illegal practice, the system spoke with confidence about things that were false.

Cost sourced

Reputational and legal cost: an official channel steering businesses toward illegal practices exposes the city to liability. No quantified financial cost published.

Warning signs inferred

Inferred: opening an official regulatory-advice channel with no systematic testing on legally high-stakes questions, no citation of the legal source, and no mechanism to decline when the answer is not certain. The inconsistency across sessions already signaled that the system was guessing rather than retrieving the rule.

Lessons in hindsight inferred

Inferred: in a domain where a wrong answer carries legal consequences, the assistant must cite the applicable rule, decline when it is not sure, and be tested against a battery of trick questions validated by lawyers. A public-service chatbot cannot rely on a confident tone alone; it needs a compliance chain. And when such a system goes off the rails, keeping it online as a pilot shifts the risk onto the user.

Is the pattern still valid?

Inferred: the public-service conversational-assistant pattern remains valid, provided it is grounded in cited legal sources, bounded to the questions it can handle, and able to say when it does not know. The failure condemns an unbounded generative deployment in a legal domain, not the idea of helping users find their way.

How your customers perceive this type of use

Sourced studies

Les consommateurs n'acceptent pas les chatbots par defaut : 64% prefereraient que les entreprises n'utilisent pas d'IA dans leur service client (Gartner, 2024) et pres d'un utilisateur sur cinq du service client par IA n'en retire aucun benefice (Qualtrics, 2025). L'acceptation se construit sur trois conditions mesurees par Salesforce : savoir qu'on parle a une IA, pouvoir escalader vers un humain, comprendre la logique de l'agent.

64%
Consommateurs qui prefereraient que les entreprises n'utilisent pas d'IA dans leur service client (2024)
53%
Consommateurs qui envisageraient de passer a un concurrent s'ils apprenaient que l'entreprise prevoit d'utiliser l'IA pour le service client (2024)
pres de 75%
Consommateurs qui veulent savoir s'ils communiquent avec un agent IA (2024)

Acceptance conditions

  • Etre informe qu'on parle a une IA et non a un humain (pres de 75% le demandent, Salesforce 2024)
  • Un chemin d'escalade clair vers un agent humain (45% plus enclins a utiliser l'agent IA, Salesforce 2024)
  • Une logique de l'agent clairement expliquee (44% plus enclins, Salesforce 2024)

Red lines

  • Rendre l'humain injoignable : c'est la premiere inquietude des consommateurs sur l'IA dans le service client (Gartner 2024) et 50% craignent que l'IA les coupe du contact humain (Qualtrics 2025)
  • Remplacer le service client par l'IA sans alternative : 53% envisageraient de partir chez un concurrent (Gartner 2024)

Sources: Salesforce 2024 · Gartner 2024 · Qualtrics 2025

See full acceptance: by country, by use, by generation

How to replicate

Inference, not sourced

Data prerequisites

  • up-to-date, structured regulatory corpus
  • battery of trick questions validated by lawyers

Org prerequisites

  • legal validation of the scope
  • human oversight and a reporting loop

Possible stack

  • RAG bounded to official texts with mandatory citation
  • declining to answer outside scope
  • periodic legal review

First step: Restrict the bot to questions whose answer is grounded in a cited text, and require it to decline rather than guess; have lawyers validate the test battery before launch.

Sources

  1. S1 NYC's AI Chatbot Tells Businesses to Break the Law Established press themarkup.org · 2024-03-29 · accessed 2026-07-11 archive pending
  2. S2 Malfunctioning NYC AI Chatbot Still Active Despite Widespread Evidence It's Encouraging Illegal Behavior Established press thecity.nyc · 2024-04-02 · accessed 2026-07-11 archive pending