Dani Ruedas — AI Agent Performance Report LATAM

📊 Executive Summary

Dani Ruedas is TVS's multimodal WhatsApp AI agent operating across 8+ LATAM markets since September 2025. This report analyzes 178K+ messages across 22K+ unique contacts and cross-references CRM pipeline data from 39K+ deals to quantify Dani's contribution to the sales funnel.

✅ Scale Achieved: 178K messages handled, 22K unique contacts engaged across 8 countries. Mexico alone accounts for 49% of all volume — proving product-market fit for WhatsApp-based AI engagement in high-volume markets.

✅ Pipeline Penetration: Dani now touches 72% of all MX deals and 74% of GT deals. In active markets, Dani is effectively the first touchpoint for the majority of leads entering the pipeline.

⚠️ Conversion Gap: Dani-contacted leads convert at 4.4% in MX vs 6.2% for non-Dani leads. This likely reflects that Dani handles higher-funnel, colder leads — but the gap signals an opportunity to improve qualification and handoff.

🔧 Response Rate Challenge: Only 33.8% of Dani-contacted leads in MX reply to the agent. In AR it drops to 27.6%. Improving first-message engagement is the single biggest lever for pipeline impact.

📈 Growth Trajectory: MX monthly message volume grew 5.5x from Sep 2025 (4.9K) to Jan 2026 (27.2K). Dani is scaling — the question is whether downstream conversion scales with it.

💰 Sales Attribution: Dani is directly associated with 1,043 closed sales across the 5 core markets. MX leads with 785 Dani-attributed sales (65% of total MX sales).

🎯 Key Performance Indicators

Aggregate LATAM metrics across all active Dani instances (Sep 2025 – Mar 2026).

Total Messages

178.3K

Across 8 active countries

Unique Contacts

22.1K

Distinct WhatsApp users

Pipeline Deals Touched

25.3K

ai_text_agent_contact = 1

Sales Attributed

1,043

Dani-contacted → is_sale = 1

Avg Response Rate

38.6%

Leads who reply to Dani

Avg Msgs per Contact

8.1

~4 rounds of back-and-forth

Message Delivery Rate

93.4%

Success vs. failed status

Countries Active

MX PE GT VE AR PA UY RD

📡 Coverage & Engagement

How deeply Dani penetrates each country's pipeline and how leads respond.

Dani Coverage by Country

Country	Total Deals	Dani Contacted	Coverage %	Replied	Reply Rate	Sales (Dani)	Conv Rate
🇲🇽 Mexico	24,781	17,853	72.0%	6,031	33.8%	785	4.4%
🇻🇪 Venezuela	4,913	1,841	37.5%	887	48.2%	15	0.8%
🇬🇹 Guatemala	3,396	2,520	74.2%	1,163	46.2%	131	5.2%
🇦🇷 Argentina	2,828	1,691	59.8%	467	27.6%	82	4.8%
🇵🇪 Peru	2,064	642	31.1%	286	44.5%	30	4.7%
🇵🇦 Panama	996	589	59.1%	259	44.0%	8	1.4%
🇺🇾 Uruguay	408	133	32.6%	51	38.3%	2	1.5%

Key Insight: There's an inverse pattern between coverage and reply rate. GT has highest coverage (74.2%) AND strong reply rate (46.2%) — this is the gold standard. MX has high coverage but the lowest reply rate (33.8%), suggesting message fatigue or poor initial hook. PE has low coverage but good reply rate, indicating untapped scaling potential.

Coverage vs. Reply Rate Visual

💬 Conversation Analytics

Volume trends, engagement depth, hourly patterns, and conversation topic distribution.

Monthly Message Volume by Country

Conversation Depth

Avg messages per unique contact (inbound + outbound)

🇻🇪 VE

8.9 msgs

🇦🇷 AR

8.7 msgs

🇲🇽 MX

8.4 msgs

🇵🇪 PE

7.5 msgs

🇬🇹 GT

7.0 msgs

VE and AR show deepest engagement per user (~4.4 message rounds each). GT has the shallowest conversations but highest conversion — suggesting efficient, to-the-point interactions.

Conversation Topics (Dani Outbound)

Topic classification from outbound message content analysis

Peak Engagement Hours (Inbound Messages by Local Time)

Customer-initiated messages. Timestamps adjusted to approximate local time.

Peak window: Across all markets, customer engagement peaks between 2:00 PM – 10:00 PM local time. The heaviest traffic is 3–8 PM. This is critical for dealer handoff timing — agents receiving leads after 8 PM won't reach the customer during peak receptivity unless follow-up is next-day AM.

📈 Pipeline Impact

Dani's measurable contribution to sales pipeline progression and conversion.

Dani → Sale (5 Mkts)

1,043

Closed-won with Dani contact

MX Dani Sales Share

64.8%

785 of 1,212 total MX sales

GT Dani Sales Share

39.2%

131 of 334 total GT sales

Avg Dani Conv Rate

4.1%

Across 5 core markets

Conversion Rate: Dani vs. Non-Dani Leads

Important nuance: Dani converts at a lower rate in most markets — but this is expected. Dani contacts ALL incoming leads (including cold, low-intent, and out-of-coverage). Non-Dani leads are often pre-qualified or walk-in prospects. The real question is: among leads who REPLY to Dani, what's the conversion rate? That's the true agent effectiveness metric.

Monthly Sales Trend — Dani-Attributed

Funnel Stage Distribution (Dani Leads)

Country	Leads (Pre-contact)	Contacted	Sales	Dani Touched	Dani Responded
🇲🇽 MX	14,167	9,402	1,212	17,853	6,031
🇬🇹 GT	68	2,994	334	2,520	1,163
🇻🇪 VE	1,141	3,730	42	1,841	887
🇦🇷 AR	716	1,929	183	1,691	467
🇵🇪 PE	57	1,933	74	642	286

MX Red Flag: 14,167 leads are in "Leads" (pre-contact) stage — but Dani already touched 17,853 of the 24,781 total deals. This means a large chunk of MX leads received Dani outreach but never progressed to "Contacted" in the CRM. The disconnect between WhatsApp engagement and CRM stage update is a data hygiene and process issue that masks true pipeline health.

🌎 Country Deep Dive

Performance drill-down for each core market.

Mexico — Flagship Market

Messages

87.9K

Unique Contacts

10.4K

Dani Sales

785

Reply Rate

33.8%

Volume Leader: MX is Dani's largest deployment by a wide margin — 49% of all messages. Growth from Sep (4.9K msgs) to Jan (27.2K msgs) is 5.5x. However, the reply rate is the lowest across LATAM at 33.8%, indicating the initial message template or timing may not resonate with the Mexican market.

Top Lost Reasons: "Fin de ciclo de vida" (1,353 = lifecycle expiry), "Incontactable" (890), "Descartado" (491), "Financiamiento" (356). The financing-related losses (356 + 213 = 569) represent a massive opportunity — these are interested buyers who can't find a financial path. Strengthening Dani's financing flow and dealer handoff could recover ~13% of lost deals.

Top Models by Dani Volume: Apache RTR 310 (2,502), RR 310 (2,469), Ronin (2,222), RTR 200 (2,010), RTR 200 FI (1,729). The premium segment dominates MX interest — but conversion rates for 310 models are only ~2% vs 8.3% for RTR 160 4V. High aspiration, lower close.

Peru — High Engagement, Low Coverage

Messages

59.6K

Unique Contacts

7.9K

Dani Sales

Reply Rate

44.5%

Engagement Paradox: PE has the 2nd highest message volume (59.6K) but only 31.1% deal coverage. The 7.9K Twilio contacts vs 642 CRM-flagged Dani contacts suggests a large pool of WhatsApp engagement NOT connected to CRM pipeline. This is likely organic/inbound WhatsApp traffic that isn't properly attributed. Huge attribution gap.

Top Lost Reasons: "Incontactable" (50) and "Fuera de cobertura" (31) together account for 58% of PE losses. The coverage problem is structural — dealers don't reach all regions.

Top Models: Raider (195), RR 310 (58), Ronin (55), RTR 160 (49). Raider dominates PE, aligning with the commuter-sport crossover positioning in that market.

Guatemala — Best-in-Class Execution

Messages

14.9K

Unique Contacts

2.1K

Dani Sales

131

Reply Rate

46.2%

Gold Standard: GT combines high coverage (74.2%), strong reply rate (46.2%), and the highest Dani conversion rate (5.2%). The conversation depth is the shortest (7.0 msgs/contact), suggesting Dani qualifies and hands off efficiently. GT's Dani instance should be the template for other markets.

Concern: "Descartado" (635) is the #1 lost reason — 53% of all losses. This deserves investigation: are these genuinely unqualified leads, or is the dealer discarding too aggressively?

Venezuela — High Engagement, Low Conversion

Messages

9.6K

Unique Contacts

1.1K

Dani Sales

Reply Rate

48.2%

Conversion Crisis: VE has the BEST reply rate (48.2%) and deepest conversations (8.9 msgs/contact) but the WORST conversion rate (0.8%). The #1 lost reason is "Financiamiento" (359), followed by lifecycle expiry (357). The macro-economic reality (currency volatility, limited financing) crushes conversion despite strong engagement.

Argentina — Scaling With Friction

Messages

3.5K

Unique Contacts

400

Dani Sales

Reply Rate

27.6%

Reply Rate Alarm: At 27.6%, AR has the worst reply rate. The lost reason "Fin de ciclo de vida" (1,128 of 1,320 losses = 85%) overwhelmingly dominates — deals are expiring before conversion. The combination of low reply rate + lifecycle expiry suggests Dani's outreach isn't creating urgency or the timing is wrong.

Top Models: Raider (576), RTR 200 (284), RTR 160 (222). Commuting segment leads (765 contacts) but Premium is close behind (727), reflecting AR's appetite for sport-commuter bikes.

🏍️ Product Performance via Dani

Which models generate the most interest and conversion through Dani interactions.

Product Segment Breakdown (Dani Contacts)

Premium segment accounts for 60% of Dani contacts in MX but only 4.5% convert. Commuting segment converts at 4.9% in MX. The 3-Wheeler segment (465 MX contacts) converts at just 1.5% — signaling weak lead-to-sale support for commercial vehicle buyers.

Top 10 Models by Dani Contact Volume (MX)

Model	Contacts	Sales	Conv %	Signal
Apache RTR 310	2,502	51	2.0%	Low conv
Apache RR 310	2,469	56	2.3%	Low conv
TVS Ronin	2,222	136	6.1%	Strong
Apache RTR 200 4V	2,010	129	6.4%	Strong
Apache RTR 200 4V FI	1,729	71	4.1%	Average
TVS Stryker 3V	1,132	69	6.1%	Strong
Apache RTR 160 4V	1,085	90	8.3%	Best conv
Apache RTR 160 4V FI	1,021	47	4.6%	Average
NTorq 125 RE	611	21	3.4%	Average
TVS Raider	26	6	23.1%	Outlier ⚡

Raider Paradox in MX: Only 26 Dani contacts but 23.1% conversion — the highest by far. The Raider isn't prominently pushed in MX, yet those who find it convert at 4x the market average. This suggests a product-market fit gap: Raider demand exists in MX but isn't being captured at scale.

310 Problem: The RR 310 + RTR 310 together generate ~5K contacts (28% of MX Dani volume) but convert at only 2.0-2.3%. These are high-aspiration buyers who may be window-shopping or find the price point too high. Dani needs a specific nurture flow for 310 leads — test ride invitations, financing calculators, and event-based re-engagement (ARE).

🔍 Lost Reason Analysis

Why Dani-contacted leads don't convert — the key levers for improvement.

Lost Reasons by Country (Dani-Contacted Deals)

Actionable Lost Reason Clusters

🕐 Lifecycle Expiry (2,838): The #1 reason across MX and AR. Deals are timing out before conversion. This points to either insufficient follow-up cadence or unrealistic lifecycle windows. Recommendation: extend lifecycle for high-intent Dani leads who replied.

📞 Incontactable (1,408): #2 overall. These leads gave a number or WhatsApp but never responded to any outreach. May include wrong numbers, spam leads, or bad lead sources. Recommendation: implement a WhatsApp-delivered pre-qualification step before CRM ingestion.

💰 Financing (1,686): Combined "Financiamiento" + "Perdido en financiamiento" is the #3 cluster. These are buyers who WANT to buy but can't get approved or can't afford the terms. This is recoverable revenue. Recommendation: build Dani flows that connect directly to financing partners before dealer handoff.

🚫 No Dealer Visit (233+): Leads that were contacted but never visited a dealership. The digital-to-physical handoff is breaking. Recommendation: implement automated appointment booking through Dani with confirmation reminders.

⚡ Gaps & Growth Opportunities

Where Dani can improve and where untapped potential exists.

1. Peru Attribution Gap

PE has 7,902 unique WhatsApp contacts in Twilio but only 642 flagged as Dani-contacted in HubSpot (8.1% attribution). This means ~92% of Dani conversations in Peru aren't making it to the CRM pipeline. Root causes could be: missing phone number matching, webhook failures between Twilio and HubSpot, or contacts not existing in HubSpot before Dani reaches them.

Impact: Dani's true PE contribution is likely 10-12x what's being measured. Fixing attribution would dramatically change the PE ROI story.

2. Response Rate Optimization (MX & AR)

MX (33.8%) and AR (27.6%) have the lowest reply rates. For every 1% improvement in MX reply rate, ~178 additional leads enter active Dani conversations. At a 4.4% conversion rate, that's ~8 incremental sales per percentage point.

Levers: A/B test first-message templates (personalization, value proposition, timing), implement "golden hour" outreach (within 5 minutes of lead creation), localize Dani's tone per market (MX vs AR language nuances).

3. Financing Flow Integration

1,686 leads lost to financing issues across markets. Dani currently can't help with financing specifics — the agent redirects to dealers or call centers. Building a financing pre-qualification flow directly into Dani (income range, credit status, down payment capacity) would enable: (a) pre-screened leads for dealers, (b) financing partner routing, (c) reduced drop-off at the financing stage.

4. Colombia Deployment

Only 32 messages and 2 contacts in CO — effectively inactive. Colombia is TVS's core LATAM market. Deploying Dani at scale in CO, connected to the existing dealer network and HubSpot pipeline, could replicate the MX and GT results. Given CO's established dealer infrastructure, the digital-to-physical handoff should be stronger.

5. 310 Model Nurture Funnel

~5,000 contacts in MX are interested in 310 models but only 2% convert. These are high-value, high-intent leads — the conversion gap is likely price shock, financing availability, or insufficient test ride access. A dedicated 310 nurture sequence in Dani (ARe event invites, video content, financing calculators, dealer appointment booking) could lift conversion from 2% to 4%, unlocking ~100 additional sales.

6. Weekend & After-Hours Optimization

Customers engage heavily on evenings and weekends (Saturday traffic is ~85% of weekday average). Dani handles this 24/7, but dealer follow-up response times on weekends are likely slower. Implementing an SLA tracker for dealer response after Dani handoff — and a Dani-driven reactivation flow if dealers don't follow up within 4 hours — would reduce lost-in-follow-up rates.

7. Voice Agent Synergy

The CRM includes ai_voice_agent_interaction_flag and voice_agent_contact fields. A multi-modal strategy where Dani (text) warms the lead and the voice agent follows up for complex interactions (financing discussions, appointment confirmations) could dramatically increase conversion. Text → Voice escalation for high-intent leads is the next frontier.

🚀 Strategic Recommendations

Prioritized actions to maximize Dani's impact on the LATAM pipeline.

#	Action	Impact	Effort	Priority
1	Fix PE Attribution: Audit Twilio→HubSpot webhook, implement phone number matching, close the 92% attribution gap	Very High	Medium	P0
2	MX First-Message A/B Test: Test 3-4 opening message variants. Benchmark: move reply rate from 33.8% to 40%+	High	Low	P0
3	Financing Pre-Qual Flow: Add income/credit/down-payment qualification steps in Dani before dealer handoff	High	Medium	P1
4	Deploy CO at Scale: Activate Dani for Colombia with full CRM integration. Target: 70%+ coverage within 60 days	High	Medium	P1
5	310 Nurture Sequence: Build dedicated flow for high-value 310 leads — ARE invites, test ride booking, financing calculator	Medium	Medium	P1
6	Dealer Handoff SLA: Track dealer response time post-Dani handoff. Auto-reactivate leads if no dealer contact within 4hrs	Medium	Medium	P2
7	GT Playbook Export: Document GT's Dani configuration (messaging, timing, flows) and replicate to underperforming markets	Medium	Low	P2
8	Text → Voice Escalation: Route high-intent Dani leads to voice agent for complex interactions (financing, objection handling)	Medium	High	P2