Demo deployment — a fresh offline cycle, rebuilt on every deploy. Edits don't persist.
Adveron
Every question mos asks Adveron — and every gap — recorded here to drive Adveron's roadmap.
Data gaps
what Adveron couldn't answer — the ground-truth specWhich community formats (AMA, build-in-public thread, Discord office hours, live teardown) currently drive the most qualified engagement for technical B2B products?
Data that would answer itcommunity-format performance benchmarks for technical B2B audiences
ContextDesigning the engagement cadence for: Diagnose why engagement_rate sits at 3.54 % rather than 4 % for Social & Community, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.
Query log
every call mos made to the insights layer| Method | Question | Asked by | Latency | Satisfied | When |
|---|---|---|---|---|---|
| ask | Where do our competitors show up — which events do they sponsor or speak at, at what tier, and what do they run alongside the main event? (context: Deciding where to be present or deliberately absent for: Diagnose why events_hosted sits at 1 events rather than 2 events for Events, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.63): The efficient tier is niche B2B newsletters and practitioner accounts in the 47k range: audience overlap with your segments runs 45%, and sponsorship rates are still set b… | agent_3aa945e61fbd4cd08b48 | 53ms | ✓ | 1h ago |
| ask | Which industry conferences, meetups, and virtual events do founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them actually attend, and what are the attendance numbers and audience composition for each? (context: Choosing which events to host near or sponsor for: Diagnose why events_hosted sits at 1 events rather than 2 events for Events, then propose two cheap experiments that would discriminate between the most likely causes.… grounded (confidence 0.75): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~34k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_3aa945e61fbd4cd08b48 | 27ms | ✓ | 1h ago |
| getAudienceInsights | Who is the audience for Waldo on events, and where do they pay attention? 3 segments — AI-curious CMOs at mid-market brands, Technical founders doing their own marketing, Growth & marketing leaders at seed–Series B startups; 3 segment(s) for Waldo (unfiltered). The through… | agent_3aa945e61fbd4cd08b48 | 88ms | ✓ | 1h ago |
| getChannelOpportunities | Where should Waldo invest next across channels in the AI marketing tools and marketing intelligence category? 6 opportunities — ambassadors: Formalise the people already recommending you into an ambassador roster with early access, a private channel, and shareable experiment results., social: Founder-led bui… | agent_3aa945e61fbd4cd08b48 | 25ms | ✓ | 1h ago |
| ask | Where do our competitors show up — which events do they sponsor or speak at, at what tier, and what do they run alongside the main event? (context: Deciding where to be present or deliberately absent for: Plan 2 events for the coming quarter: format, audience, the one thing each attendee should leave with, the promotion plan, and the follow-up sequence. Prefer formats a two-person team can run repeatably. Buyers are growth and marketing leaders at startups and AI-forward brands. Anchor the work… grounded (confidence 0.65): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~32k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_3aa945e61fbd4cd08b48 | 78ms | ✓ | 1h ago |
| ask | Which industry conferences, meetups, and virtual events do founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them actually attend, and what are the attendance numbers and audience composition for each? (context: Choosing which events to host near or sponsor for: Plan 2 events for the coming quarter: format, audience, the one thing each attendee should leave with, the promotion plan, and the follow-up sequence. Prefer formats a… grounded (confidence 0.65): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~28k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_3aa945e61fbd4cd08b48 | 30ms | ✓ | 1h ago |
| getAudienceInsights | Who is the audience for Waldo on events, and where do they pay attention? 3 segments — AI-curious CMOs at mid-market brands, Technical founders doing their own marketing, Growth & marketing leaders at seed–Series B startups; 3 segment(s) for Waldo (unfiltered). The through… | agent_3aa945e61fbd4cd08b48 | 89ms | ✓ | 1h ago |
| getChannelOpportunities | Where should Waldo invest next across channels in the AI marketing tools and marketing intelligence category? 6 opportunities — ambassadors: Formalise the people already recommending you into an ambassador roster with early access, a private channel, and shareable experiment results., social: Founder-led bui… | agent_3aa945e61fbd4cd08b48 | 25ms | ✓ | 1h ago |
| ask | What do ambassador and advocacy programs in AI marketing infrastructure typically look like — participation rates, incentive structures, and the referral volume they actually produce? (context: Sizing and structuring the program for: Diagnose why active_ambassadors sits at 14 ambassadors rather than 25 ambassadors for Ambassadors, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.71): For a company at this stage the ranking is: founder-led social (lowest effort, highest ceiling), owned media built from artifacts only you can produce, then AEO-shaped def… | agent_4ff72a3203884b74b82d | 33ms | ✓ | 1h ago |
| ask | Which of our existing customers and community members have outsized share of voice with founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them — who is already being listened to? (context: Recruiting ambassadors for: Diagnose why active_ambassadors sits at 14 ambassadors rather than 25 ambassadors for Ambassadors, then propose two cheap experiments that would discriminate between the most likely causes. State what result would… grounded (confidence 0.78): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~31k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_4ff72a3203884b74b82d | 48ms | ✓ | 1h ago |
| getBrandPerception | How is Waldo perceived among founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them (default timeframe)? sentiment 0.72, SOV 0.047; top associations: brand intelligence as an API, answer-engine optimization (AEO), agent-native tooling; Waldo among founders, heads of growth, and CMOs at AI-native and tec… | agent_4ff72a3203884b74b82d | 89ms | ✓ | 1h ago |
| getAudienceInsights | Who is the audience for Waldo on ambassadors, and where do they pay attention? 3 segments — Growth & marketing leaders at seed–Series B startups, Agency operators & fractional CMOs, Performance marketers on small-but-real budgets; 3 segment(s) for Waldo (unfiltered). The throug… | agent_4ff72a3203884b74b82d | 50ms | ✓ | 1h ago |
| ask | What do ambassador and advocacy programs in AI marketing infrastructure typically look like — participation rates, incentive structures, and the referral volume they actually produce? (context: Sizing and structuring the program for: Design the ambassador program mechanics needed to reach 25 ambassadors: who qualifies, what they receive, the activation ladder from first yes to active advocate, the definition of "active", and the first outreach message. Buyers are growth and marketing leaders at… grounded (confidence 0.64): Three narratives carry most of the attention: agents doing real marketing work (momentum 0.88), AEO displacing classic SEO (0.88), and brand presence inside LLM answers as… | agent_4ff72a3203884b74b82d | 23ms | ✓ | 1h ago |
| ask | Which of our existing customers and community members have outsized share of voice with founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them — who is already being listened to? (context: Recruiting ambassadors for: Design the ambassador program mechanics needed to reach 25 ambassadors: who qualifies, what they receive, the activation ladder from first yes to active advocate, the definition of "active", and the first outreach… grounded (confidence 0.72): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~33k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_4ff72a3203884b74b82d | 23ms | ✓ | 1h ago |
| getBrandPerception | How is Waldo perceived among founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them (default timeframe)? sentiment 0.72, SOV 0.047; top associations: brand intelligence as an API, answer-engine optimization (AEO), agent-native tooling; Waldo among founders, heads of growth, and CMOs at AI-native and tec… | agent_4ff72a3203884b74b82d | 88ms | ✓ | 1h ago |
| getAudienceInsights | Who is the audience for Waldo on ambassadors, and where do they pay attention? 3 segments — Growth & marketing leaders at seed–Series B startups, Agency operators & fractional CMOs, Performance marketers on small-but-real budgets; 3 segment(s) for Waldo (unfiltered). The throug… | agent_4ff72a3203884b74b82d | 50ms | ✓ | 1h ago |
| ask | Which community formats (AMA, build-in-public thread, Discord office hours, live teardown) currently drive the most qualified engagement for technical B2B products? (context: Designing the engagement cadence for: Diagnose why engagement_rate sits at 3.54 % rather than 4 % for Social & Community, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) NOT GROUNDED (confidence 0.24): No confident answer: the question falls outside Adveron's current insight families (brand perception, audience, competitors, narratives, channels, creators). Either it… | agent_3463e3543bec4e3e89fe | 68ms | ✗ | 1h ago |
| ask | For the creators on our shortlist, what is the audience overlap with our target segments, and what engagement quality (real practitioners vs. bot/engagement-pod inflation) do they actually have? (context: Creator selection for: Diagnose why engagement_rate sits at 3.54 % rather than 4 % for Social & Community, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.83): The category splits three ways: enterprise listening suites defending renewals (flat attention), AEO-native trackers growing fastest off founder-led content, and AI-ads ve… | agent_3463e3543bec4e3e89fe | 61ms | ✓ | 1h ago |
| getTrendingNarratives | What narratives are gaining momentum in AI marketing tools and marketing intelligence for founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them on social (top 5)? 5 narratives: Agents are doing the marketing work now (0.99), Brand presence inside LLM answers is the new share of voice (0.88), AEO is eating SEO (0.87), Proprietary data is the only moat left (0.8… | agent_3463e3543bec4e3e89fe | 68ms | ✓ | 1h ago |
| getCreatorLandscape | Which creators reaching founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them matter in AI marketing tools and marketing intelligence (top 10)? 10 creators — Nia Okafor (@niabuildsgrowth) [LinkedIn] 0.94, Marcus Reed (@paidmediamarcus) [X] 0.88, The AEO Report [Substack] 0.84, Hana Vogel (Zero Click Weekly) [Substack] 0.84 +6 more | agent_3463e3543bec4e3e89fe | 36ms | ✓ | 1h ago |
| ask | Which community formats (AMA, build-in-public thread, Discord office hours, live teardown) currently drive the most qualified engagement for technical B2B products? (context: Designing the engagement cadence for: Design a two-week social and community cadence that lifts engagement_rate toward 4 %, including 5 concrete posts and 5 reply or participation targets in conversations Waldo's buyers already have. Anchor the work to the "Agents are doing the marketing work now" narrative where it fits h… grounded (confidence 0.77): Three narratives carry most of the attention: agents doing real marketing work (momentum 0.9), AEO displacing classic SEO (0.89), and brand presence inside LLM answers as… | agent_3463e3543bec4e3e89fe | 34ms | ✓ | 1h ago |
| ask | For the creators on our shortlist, what is the audience overlap with our target segments, and what engagement quality (real practitioners vs. bot/engagement-pod inflation) do they actually have? (context: Creator selection for: Design a two-week social and community cadence that lifts engagement_rate toward 4 %, including 5 concrete posts and 5 reply or participation targets in conversations Waldo's buyers already have. Anchor the work to the "Agents are doing the marketing work now" narrative… grounded (confidence 0.82): The category splits three ways: enterprise listening suites defending renewals (flat attention), AEO-native trackers growing fastest off founder-led content, and AI-ads ve… | agent_3463e3543bec4e3e89fe | 47ms | ✓ | 1h ago |
| getTrendingNarratives | What narratives are gaining momentum in AI marketing tools and marketing intelligence for founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them on social (top 5)? 5 narratives: Agents are doing the marketing work now (0.99), Brand presence inside LLM answers is the new share of voice (0.88), AEO is eating SEO (0.87), Proprietary data is the only moat left (0.8… | agent_3463e3543bec4e3e89fe | 69ms | ✓ | 1h ago |
| getCreatorLandscape | Which creators reaching founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them matter in AI marketing tools and marketing intelligence (top 10)? 10 creators — Nia Okafor (@niabuildsgrowth) [LinkedIn] 0.94, Marcus Reed (@paidmediamarcus) [X] 0.88, The AEO Report [Substack] 0.84, Hana Vogel (Zero Click Weekly) [Substack] 0.84 +6 more | agent_3463e3543bec4e3e89fe | 36ms | ✓ | 1h ago |
| ask | What SERP feature mix (AI overview, People Also Ask, video, forum results) appears for our target queries, and how has it shifted in the last quarter? (context: Choosing content formats for: Diagnose why avg_search_rank sits at 12.3 rank rather than 5 rank for SEO / AEO, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.76): Across a rotating panel of 575 buying-intent prompts in the AI marketing intelligence category, Waldo appears in 4% of answers — mostly on agent-native phrasings ("tool my… | agent_7681da80574c4b579636 | 58ms | ✓ | 1h ago |
| ask | For our target queries, what share of LLM answers cite waldo.fyi versus each competitor, and which passages get quoted? (context: Measuring answer-engine wins for: Diagnose why avg_search_rank sits at 12.3 rank rather than 5 rank for SEO / AEO, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.66): Across a rotating panel of 471 buying-intent prompts in the AI marketing intelligence category, Waldo appears in 4% of answers — mostly on agent-native phrasings ("tool my… | agent_7681da80574c4b579636 | 61ms | ✓ | 1h ago |
| getCompetitorLandscape | How does Waldo stack up against its category on seo_aeo, and where is the whitespace? 7 competitors (Brandwatch, Similarweb, Profound +4 more); rising: Similarweb, Profound +1 more; 4 whitespace gaps; 7 players tracked against Waldo. Scoped to seo_aeo. Momentum sits with Similarweb an… | agent_7681da80574c4b579636 | 65ms | ✓ | 1h ago |
| ask | Which sources do answer engines currently cite when asked about AI marketing tools and marketing intelligence, brand intelligence for marketing agents, and marketing operating systems? (context: Assessing answer-engine share for: Diagnose why avg_search_rank sits at 12.3 rank rather than 5 rank for SEO / AEO, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.76): Across a rotating panel of 898 buying-intent prompts in the AI marketing intelligence category, Waldo appears in 9% of answers — mostly on agent-native phrasings ("tool my… | agent_7681da80574c4b579636 | 52ms | ✓ | 1h ago |
| ask | Which search queries do founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them use when evaluating AI marketing tools and marketing intelligence, and what is the intent behind each? (context: SEO/AEO brief: Diagnose why avg_search_rank sits at 12.3 rank rather than 5 rank for SEO / AEO, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.88): Across a rotating panel of 865 buying-intent prompts in the AI marketing intelligence category, Waldo appears in 11% of answers — mostly on agent-native phrasings ("tool m… | agent_7681da80574c4b579636 | 36ms | ✓ | 1h ago |
| ask | What SERP feature mix (AI overview, People Also Ask, video, forum results) appears for our target queries, and how has it shifted in the last quarter? (context: Choosing content formats for: Build a query-cluster plan targeting buyer-intent searches around AI marketing tools, plus one publish-ready outline for the highest-leverage cluster. Optimise for answer engines as well as blue links: definitional lead, scannable structure, citable claims. Buyers are growth and marketing leaders at startup… grounded (confidence 0.88): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~28k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_7681da80574c4b579636 | 65ms | ✓ | 1h ago |
| ask | For our target queries, what share of LLM answers cite waldo.fyi versus each competitor, and which passages get quoted? (context: Measuring answer-engine wins for: Build a query-cluster plan targeting buyer-intent searches around AI marketing tools, plus one publish-ready outline for the highest-leverage cluster. Optimise for answer engines as well as blue links: definitional lead, scannable structure, citable claims. Buyers are growth and marketing leaders at startups and AI-forward brands. An… grounded (confidence 0.71): The category splits three ways: enterprise listening suites defending renewals (flat attention), AEO-native trackers growing fastest off founder-led content, and AI-ads ve… | agent_7681da80574c4b579636 | 46ms | ✓ | 1h ago |
| getCompetitorLandscape | How does Waldo stack up against its category on seo_aeo, and where is the whitespace? 7 competitors (Brandwatch, Similarweb, Profound +4 more); rising: Similarweb, Profound +1 more; 4 whitespace gaps; 7 players tracked against Waldo. Scoped to seo_aeo. Momentum sits with Similarweb an… | agent_7681da80574c4b579636 | 66ms | ✓ | 1h ago |
| ask | Which sources do answer engines currently cite when asked about AI marketing tools and marketing intelligence, brand intelligence for marketing agents, and marketing operating systems? (context: Assessing answer-engine share for: Build a query-cluster plan targeting buyer-intent searches around AI marketing tools, plus one publish-ready outline for the highest-leverage cluster. Optimise for answer engines as well as blue links: definitional lead, scannable structure, citable claims. Buyers are… grounded (confidence 0.69): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~32k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_7681da80574c4b579636 | 59ms | ✓ | 1h ago |
| ask | Which search queries do founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them use when evaluating AI marketing tools and marketing intelligence, and what is the intent behind each? (context: SEO/AEO brief: Build a query-cluster plan targeting buyer-intent searches around AI marketing tools, plus one publish-ready outline for the highest-leverage cluster. Optimise for answer engines as well as blue links: definitional lead, sca… grounded (confidence 0.81): Across a rotating panel of 499 buying-intent prompts in the AI marketing intelligence category, Waldo appears in 5% of answers — mostly on agent-native phrasings ("tool my… | agent_7681da80574c4b579636 | 45ms | ✓ | 1h ago |
| ask | Which post formats (single insight, thread, screenshot walkthrough, chart, long-form narrative) currently outperform on X and LinkedIn for AI-infrastructure brands? (context: Choosing formats for: Diagnose why viral_posts sits at 1 posts/week rather than 2 posts/week for Owned Media, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.85): Three narratives carry most of the attention: agents doing real marketing work (momentum 0.87), AEO displacing classic SEO (0.87), and brand presence inside LLM answers as… | agent_b612228e16db42508592 | 80ms | ✓ | 1h ago |
| ask | What are the best-performing posting times and days for founder and company accounts on X and LinkedIn, for a technical B2B audience? (context: Owned-media scheduling for: Diagnose why viral_posts sits at 1 posts/week rather than 2 posts/week for Owned Media, then propose two cheap experiments that would discriminate between the most likely causes. State what result would falsify each hypothesis.) grounded (confidence 0.77): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~32k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_b612228e16db42508592 | 44ms | ✓ | 1h ago |
| getAudienceInsights | Who is the audience for Waldo on owned_media, and where do they pay attention? 4 segments — Performance marketers on small-but-real budgets, Technical founders doing their own marketing, Growth & marketing leaders at seed–Series B startups +1 more; 4 segment(s) for Waldo (unfil… | agent_b612228e16db42508592 | 47ms | ✓ | 1h ago |
| getTrendingNarratives | What narratives are gaining momentum in AI marketing tools and marketing intelligence for founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them on owned_media (top 5)? 5 narratives: Agents are doing the marketing work now (0.99), AEO is eating SEO (0.95), Creator-led B2B: the founder is the channel (0.92), Brand presence inside LLM answers is the new share of voice… | agent_b612228e16db42508592 | 36ms | ✓ | 1h ago |
| ask | Which post formats (single insight, thread, screenshot walkthrough, chart, long-form narrative) currently outperform on X and LinkedIn for AI-infrastructure brands? (context: Choosing formats for: Produce 3 distinct post concepts for Waldo's owned accounts, each with a full draft and a stated reason it could clear the 2 posts/week bar. One must be a build-in-public artifact — real numbers, screenshots, or a result from running our own products on ourselves. Buyers are growth and marketing leade… grounded (confidence 0.66): Three narratives carry most of the attention: agents doing real marketing work (momentum 0.86), AEO displacing classic SEO (0.85), and brand presence inside LLM answers as… | agent_b612228e16db42508592 | 25ms | ✓ | 1h ago |
| ask | What are the best-performing posting times and days for founder and company accounts on X and LinkedIn, for a technical B2B audience? (context: Owned-media scheduling for: Produce 3 distinct post concepts for Waldo's owned accounts, each with a full draft and a stated reason it could clear the 2 posts/week bar. One must be a build-in-public artifact — real numbers, screenshots, or a result from running our own products on ourselves. Buyers are growth and marketing leaders at startups and AI-for… grounded (confidence 0.86): Highest-affinity segment remains growth and marketing leaders at seed–Series B startups (~34k reachable in US/EU): they own every channel with the bandwidth for two, and t… | agent_b612228e16db42508592 | 29ms | ✓ | 1h ago |
| getAudienceInsights | Who is the audience for Waldo on owned_media, and where do they pay attention? 4 segments — Performance marketers on small-but-real budgets, Technical founders doing their own marketing, Growth & marketing leaders at seed–Series B startups +1 more; 4 segment(s) for Waldo (unfil… | agent_b612228e16db42508592 | 47ms | ✓ | 1h ago |
| getTrendingNarratives | What narratives are gaining momentum in AI marketing tools and marketing intelligence for founders, heads of growth, and CMOs at AI-native and technical startups, plus the agencies and agent builders serving them on owned_media (top 5)? 5 narratives: Agents are doing the marketing work now (0.99), AEO is eating SEO (0.95), Creator-led B2B: the founder is the channel (0.92), Brand presence inside LLM answers is the new share of voice… | agent_b612228e16db42508592 | 36ms | ✓ | 1h ago |
| getChannelOpportunities | Where should Waldo invest next across channels in the AI marketing tools category? 5 opportunities — ambassadors: Formalise the people already recommending you into an ambassador roster with early access, a private channel, and shareable experiment results., social: Founder-led bui… | engine.planner | 49ms | ✓ | 1h ago |
| getTrendingNarratives | What narratives are gaining momentum in AI marketing tools (top 5)? 5 narratives: Agents are doing the marketing work now (0.99), AEO is eating SEO (0.9), Brand presence inside LLM answers is the new share of voice (0.87), Proprietary data is the only moat left (0.82… | engine.planner | 49ms | ✓ | 1h ago |
| getBrandPerception | How is Waldo perceived (default timeframe)? sentiment 0.59, SOV 0.057; top associations: AI agents that do marketing work, answer-engine optimization (AEO), building in public; Waldo over the last 90 days: Waldo is read as an agent-native chal… | engine.planner | 32ms | ✓ | 1h ago |