45
negative calls on voice v193
59
negative chats on WhatsApp v221
47%
of WhatsApp negatives are deletion requests
6
voice calls involve abuse, scam or threats
0
conversations from the internal test number (+91 99535 62236) on either current version — checked and excluded
Voice Qualification Agent
v193
687 total calls since this version went live; 45 negative (6.5%). Grouped below by what's actually driving the frustration, largest group first.
Calls declined but not released cleanly
9 calls
Medium
Users say they're not interested, the price put them off, or they flatly reject the call — but the sentiment data shows friction building before the call actually ends, suggesting the agent doesn't disengage on the first clear "no".
FixEnd the call within one turn of any clear decline signal ("not interested", "no thanks", "remove me"). Tag the lead do-not-call so the outbound dialer doesn't re-queue them that week.
Examples:
conv_0101m6ynafg7fbv83ed3k4yrahvr
conv_9101m6sh57p9ehzafck3x1z447p2
conv_0101m6sg845vfpc9pf0cq6ggpy8n
Profile data collection is buggy
9 calls
High
The agent re-asks fields the user already answered in this same call or a prior one ("Erratic Profile Collection"), one call hit a 0.9 frustration score over profile completion, and income/other fields come back wrong. This reads as a state-sync bug, not a tone problem.
FixAudit the fetch_missing_fields_call tool — it's likely reading a stale snapshot. Add a check against the latest saved value immediately before each question is asked, not at call start.
Examples:
conv_4401m6wyc57zedk9skm883e49hsk
conv_4301m6sgxxc0fr687pq6j0y8eaqc
conv_2701m6qht12jfz4sd1m2jc11vfbh
Reschedule & availability not respected
7 calls
Low
Mostly mild friction — a user asks to be called back later, or is unavailable — but a few calls re-dial sooner than requested or interrupt an inconvenient moment.
FixStore the requested callback time as a hard constraint on the outbound dialer, not just a transcript note. Don't re-attempt before it.
Examples:
conv_8101m6w3388qe08sw9s2bwhqhcyc
conv_8401m6mbghtaex1tkj8hyqswcsrz
Deletion & cancellation requests stall
6 calls
High
Users ask mid-call to delete their profile or cancel, and the qualification script keeps going instead of routing straight to an exit.
FixAdd an intent classifier for delete/cancel/stop phrases that short-circuits the script immediately and calls the deletion tool directly, with a one-line spoken confirmation.
Examples:
conv_9801m6ymmw88e6msceykcknc8g72
conv_9501m6pzj35bec1rbdshvc966p7h
conv_6201m6mberg0esabt2fq35c7ta9r
Abuse, scam attempts & safety incidents
6 calls
Critical
This group includes a caller making financial demands and threats, a suspected scam/fake-account attempt, an aggressive user, an emergency-sounding termination, and one abusive caller that hit the absolute floor on both sentiment and frustration (-1.0 / 1.0).
FixBuild a dedicated safety-exit path, separate from a normal goodbye: end the call immediately, flag the number, and route the transcript to a human reviewer same-day. Confirm today that this is actually happening — it's not obvious from the data that these six are being looked at by anyone.
Examples:
conv_9601m6pyc0x2fm3avpsv5qm7szw0
conv_6101m6qn11gve1ra74tkrx2kxq8y
conv_3101m6qmxa5ffz6v3znrxwk1hr10
Agent's AI identity undermines trust
4 calls
Medium
Users directly ask if they're talking to an AI and the agent dodges or denies it; separately, two users outright refuse to continue once they suspect it's automated.
FixDisclose honestly when asked directly — several jurisdictions require this for automated calling anyway. When a user explicitly rejects talking to AI, offer an immediate human transfer instead of continuing to persuade.
Examples:
conv_0601m6z1pne5fsqvrvkr1d47rvre
conv_9201m6qjncftec7a782skymk74z5
conv_5301m6sgh652fs69jjd5fjxz1jgq
Other isolated issues
4 calls
Mixed
One Hindi-language recognition loop causing repeated mishearing, one caller disputing their own name on file (likely a CRM data-quality issue upstream), one off-topic question the agent handled awkwardly, and one correctly-terminated call with a minor.
FixNot a pattern yet — track individually. The minor-age termination worked as designed; just confirm it's logged for a compliance audit trail.
Examples:
conv_6701m6pzas5gentr9345chmjhyac
conv_0301m6wxt3x6eayrxkbw5psg62bw
conv_8301m6wy2ymvfawrsjyr1xzs6f6k
WhatsApp Qualification Agent
v221
688 total chats since this version went live; 59 negative (8.6%). One issue dominates everything else combined.
Account & profile deletion requests
28 chats · 47%
Critical
This is the single biggest issue across both agents. 28 separate negative conversations are each a fresh "please delete my account/profile" request. The repetition across so many distinct conversations is the real signal: it strongly suggests earlier deletion requests from the same users aren't actually completing, so people come back and ask again, more frustrated each time.
FixVerify the deletion tool actually executes and doesn't just acknowledge the request. Add a status check so a returning user who already asked gets "your account was deleted on [date]" instead of restarting the same conversation from scratch.
Examples:
conv_7001m6zd62wvey4ak5989hy8j495
conv_6401m6xgr4w5ft5t14q1g8pfxyds
conv_0301m6xcaatqfrevwhq62snzd4wk
conv_0401m6vwwatkeey985v43a4mapja
+ 24 more, see methodology
Profile & matching setup friction
8 chats
Medium
Setup and verification prompts stall users before they ever see a match, and some give up mid-way through the qualification questions.
FixCut the required fields before a user sees any match preview — let a partial profile see a teaser, then collect the rest.
Examples:
conv_5501m6zh0sqpf9gt16pz6rtj42vf
conv_8401m6y28tg6fvasg5pa84dghh6k
conv_1701m6srvcfpetbt7wgg0hgfw9dg
Photo upload friction
6 chats
Medium
Camera permission errors, repeated photo requests, and upload failures — a recurring theme going back months, still unresolved on this version.
FixAdd a web-upload fallback link for when in-chat image send fails twice, so the user isn't stuck retrying the same broken path.
Examples:
conv_7301m6nkqypve539vk677kdzft53
conv_2501m6m4sz27e2xvp904knn9gfy2
conv_3701m6me61def7t8msh35ygfnbft
Opt-out & stop-messaging requests
4 chats
High
"Stop messaging me" and "unsubscribe" type requests that aren't immediately honored — this is a consent and compliance risk independent of the deletion-flow issue above.
FixTreat any stop/unsubscribe phrase as an immediate do-not-contact flag on its own, not routed through the (currently broken) deletion flow.
Examples:
conv_4001m6w2xvy1ev5t384v67p33x9y
conv_6901m6pcj7jbf71aa651mv9mmcz2
conv_1801m6nxfswcevvtvz5snbdpxrky
Login, OTP & security failures
4 chats
High
OTP delivery failures, login errors and a password-security concern — these block the user from doing anything else in the flow, so they escalate fast.
FixAdd an OTP fallback channel (SMS if WhatsApp delivery fails) and surface a direct human-support path after a second failed attempt.
Examples:
conv_7301m6yzsk17fh9a5ew3qhfcmj9j
conv_6201m6v11ekxejwak50x8pw643gw
conv_8701m6kk48pbfsc98mshpjpyg8d3
Data correction requests
2 chats
Low
Users have to fight through the conversation to fix a wrong field (gender, in both cases) instead of just editing it.
FixExpose a simple "edit my info" command that jumps straight to the relevant field.
Examples:
conv_4401m6syfwjkemfay39fkbp5dvdm
conv_3501m6rxgnzgerrrbdxn03chr5a6
Declines to share more details
2 chats
Low
Users refuse to answer further profile questions and the agent pushes rather than backing off.
FixAccept a clear "no" and move the conversation forward instead of re-prompting the same field.
Examples:
conv_8301m6wrnbkcf3asw8scb6rxjqjt
Other isolated issues
5 chats
Mixed
One user opting out of AI chat entirely, one escalation/transfer-to-human request, one complaint of unwanted spam calls (-0.8 / 0.9, the sharpest score in this whole group), one complaint of being contacted by "multiple agents", and one unwanted-signup complaint.
FixThe spam-call and multiple-agent-contact complaints both point at the same root cause worth checking first: a contact-frequency or consent problem on the outbound side, not the chat flow itself.
Examples:
conv_9001m6w2xt53fes8bn5w4sntt593
conv_2801m6k51v28fr0b447nrq00frdw
conv_0401m6m226h0fyv8c5a69a27q2jc