Real ChatGPT answer + Gemini simulation · index seedDYWwVeafyoAcompleteAI OverviewMarketing and advertising · influencer marketingbrand
Can you check if AspireIQ has fixed their reporting bugs regarding Instagram Reels attribution before we renew our annual contract?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search39 queries10/30/2026
Download run
Gemini unique queries
36
0 in ≥ half the passes · stability 33%
ChatGPT real searches predicted
100%
3 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Can you check if AspireIQ has fixed their reporting bugs regarding Instagram Reels attribution before we renew our annual contract?
36 unique queries · 3 passes
influencer marketing attribution accura…
9 queries · 9 hits
creator marketing platform reporting accuracy benchmarks 20241xGoogle ↗
IMPLICIT
influencer marketing platform Instagram Reels tracking accuracy comparison1xGoogle ↗
COMPARATIVE
how to verify instagram reels sales attribution in influencer platforms1xGoogle ↗
IMPLICIT
how to evaluate ROI and attribution for influencer marketing campaigns1xGoogle ↗
IMPLICIT
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IMPLICIT
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ENTITY EXPANSION
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REFORMULATION
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RELATED
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8 queries · 8 hits
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IMPLICIT
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PERSONALIZED
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PERSONALIZED
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ENTITY EXPANSION
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PERSONALIZED
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IMPLICIT
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ENTITY EXPANSION
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PERSONALIZED
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6 queries · 6 hits
aspireiq instagram reels analytics accuracy issues1xGoogle ↗
REFORMULATION
AspireIQ Instagram attribution issues status1xGoogle ↗
RELATED
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RELATED
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RELATED
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COMPARATIVE
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RELATED
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6 queries · 6 hits
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REFORMULATION
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REFORMULATION
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COMPARATIVE
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ENTITY EXPANSION
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RELATED
instagram reels attribution bug fixes
4 queries · 4 hits
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3 queries · 3 hits
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence. 36 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT3 real searches · gpt-6100% predicted
AspireIQ Instagram Reels attribution reporting bugs fixed 2026 CreatorIQ customer reports Google ↗
AspireIQ Reels attribution tracking reporting issues Instagram Reels CreatorIQ release notes Google ↗
CreatorIQ Instagram Reels attribution reporting bugs customer complaints Google ↗
- What's New At Aspire: January 2026 · help.aspireiq.com
- Instagram Trial Reels Distorting Engagement Rates on Influencer Platforms | Courtney C. posted on the topic · linkedin.com
- Reporting & Analytics · help.aspireiq.com
- Product Updates · help.aspireiq.com
- How are social posts pulled into the Social Dashboard? · help.aspireiq.com
- How to Request a Member to Link Insights · help.aspireiq.com
- Summary Analytics Dashboard · help.aspireiq.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
36 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
aspireiq reporting bugs instagram reels attribution REFORMULATION | Google ↗ AI Mode ↗ | Find specific mentions or reports of bugs related to Instagram Reels attribution in AspireIQ. | — | forum/qna | instagram reels attribution bug fixes | 1x of 3 | |
AspireIQ Instagram Reels reporting bugs fixed REFORMULATION | Google ↗ AI Mode ↗ | Find direct updates on whether AspireIQ has resolved reported bugs specifically affecting Instagram Reels tracking. | — | web_article | instagram reels attribution bug fixes | 1x of 3 | |
AspireIQ Instagram Reels reporting bugs fix status REFORMULATION | Google ↗ AI Mode ↗ | Find direct updates regarding whether AspireIQ has resolved known issues with tracking Instagram Reels metrics. | — | web_article | instagram reels attribution bug fixes | 1x of 3 | |
aspireiq instagram reels analytics accuracy issues REFORMULATION | Google ↗ AI Mode ↗ | Understand if other users are experiencing inaccurate analytics for Reels on the AspireIQ platform. | — | web_article | aspireiq analytics accuracy issues | 1x of 3 | |
AspireIQ Instagram attribution issues status RELATED | Google ↗ AI Mode ↗ | Check the current operational status of Instagram analytics and attribution within AspireIQ. | — | faq_page | aspireiq analytics accuracy issues | 1x of 3 | |
AspireIQ known issues analytics Instagram attribution RELATED | Google ↗ AI Mode ↗ | Discover documentation or discussions detailing specific attribution bugs within AspireIQ analytics. | — | forum/qna | aspireiq analytics accuracy issues | 1x of 3 | |
aspireiq platform status update instagram tracking RELATED | Google ↗ AI Mode ↗ | Check official or third-party status updates regarding Instagram tracking fixes on AspireIQ. | — | product_spec_sheet | aspireiq analytics accuracy issues | 1x of 3 | |
creator marketing platform reporting accuracy benchmarks 2024 IMPLICIT | Google ↗ AI Mode ↗ | Understand industry standards for influencer marketing analytics reliability to benchmark AspireIQ. | — | buyers_guide | influencer marketing attribution accura… | 1x of 3 | |
influencer marketing platform Instagram Reels tracking accuracy comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare AspireIQ's Reels attribution reliability with other influencer marketing platforms. | — | comparison_table | influencer marketing attribution accura… | 1x of 3 | |
influencer marketing platform instagram reels reporting bugs RELATED | Google ↗ AI Mode ↗ | See if Instagram Reels reporting issues are industry-wide API problems or specific to AspireIQ. | — | review_roundup | instagram reels attribution bug fixes | 1x of 3 | |
AspireIQ vs CreatorIQ influencer attribution reliability COMPARATIVE | Google ↗ AI Mode ↗ | Compare AspireIQ's reporting performance and bug frequency against top market competitors. | — | comparison_table | aspireiq enterprise alternatives | 1x of 3 | |
top alternatives to AspireIQ influencer management software ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify alternative software vendors in case the user decides not to renew their AspireIQ contract. | — | buyers_guide | aspireiq enterprise alternatives | 1x of 3 | |
how to verify instagram reels sales attribution in influencer platforms IMPLICIT | Google ↗ AI Mode ↗ | Learn the best practices or alternative methods for tracking Reels performance if platform reporting fails. | — | how_to_steps | influencer marketing attribution accura… | 1x of 3 | |
AspireIQ alternative influencer marketing platforms for enterprise ENTITY EXPANSION | Google ↗ AI Mode ↗ | Discover alternative enterprise-grade influencer marketing platforms in case the contract is not renewed. | — | review_roundup | aspireiq enterprise alternatives | 1x of 3 | |
how to evaluate ROI and attribution for influencer marketing campaigns IMPLICIT | Google ↗ AI Mode ↗ | Understand best practices for measuring influencer ROI when platform reporting is unreliable. | — | how_to_steps | influencer marketing attribution accura… | 1x of 3 | |
influencer platform contract renewal checklist IMPLICIT | Google ↗ AI Mode ↗ | Find evaluation criteria to determine whether to renew an annual software contract. | — | checklist | software contract renewal negotiation | 1x of 3 | |
negotiating enterprise software contract renewal during active support tickets PERSONALIZED | Google ↗ AI Mode ↗ | Find strategies on how to leverage unresolved software bugs during contract renewal negotiations. | — | case_study | software contract renewal negotiation | 1x of 3 | |
enterprise influencer platform contract renewal checklist PERSONALIZED | Google ↗ AI Mode ↗ | Find a structured evaluation checklist to use before signing an annual software contract renewal. | — | checklist | software contract renewal negotiation | 1x of 3 | |
aspireiq vs grinsight instagram analytics comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare AspireIQ's reporting capabilities with competitor platforms to evaluate alternatives. | — | comparison_table | aspireiq analytics accuracy issues | 1x of 3 | |
AspireIQ release notes bug fixes influencer analytics REFORMULATION | Google ↗ AI Mode ↗ | Access official official release logs detailing recent software patches for AspireIQ analytics. | — | product_spec_sheet | aspireiq release notes and reviews | 1x of 3 | |
AspireIQ release notes analytics updates 2024 REFORMULATION | Google ↗ AI Mode ↗ | Check the official release history and changelog for AspireIQ's reporting updates. | — | product_spec_sheet | aspireiq release notes and reviews | 1x of 3 | |
upfluence vs aspireiq reporting features COMPARATIVE | Google ↗ AI Mode ↗ | Evaluate reporting feature sets between Upfluence and AspireIQ. | — | comparison_table | aspireiq release notes and reviews | 1x of 3 | |
influencers complaining about AspireIQ data accuracy RELATED | Google ↗ AI Mode ↗ | Gauge user and creator sentiment regarding the reliability of AspireIQ tracking metrics. | — | forum/qna | aspireiq analytics accuracy issues | 1x of 3 | |
AspireIQ customer reviews reporting problems RELATED | Google ↗ AI Mode ↗ | Read recent customer reviews discussing reliability issues with AspireIQ reporting features. | — | review_roundup | aspireiq release notes and reviews | 1x of 3 | |
aspireiq creator management software features ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore the full feature suite of AspireIQ beyond reporting to weigh overall value. | — | buyers_guide | aspireiq release notes and reviews | 1x of 3 | |
Instagram graph api changes impact on influencer reporting tools IMPLICIT | Google ↗ AI Mode ↗ | Determine if recent changes to Meta's API caused the attribution bugs on platforms like AspireIQ. | — | pdf_whitepaper | influencer marketing attribution accura… | 1x of 3 | |
Instagram graph API changes impact on influencer marketing attribution IMPLICIT | Google ↗ AI Mode ↗ | Understand technical limitations imposed by Instagram that might affect attribution tracking across platforms. | — | pdf_whitepaper | influencer marketing attribution accura… | 1x of 3 | |
meta graph api instagram reels insights limitations ENTITY EXPANSION | Google ↗ AI Mode ↗ | Understand underlying API limitations that might cause Instagram Reels attribution bugs. | — | api_reference | influencer marketing attribution accura… | 1x of 3 | |
AspireIQ customer service response time and support quality reviews RELATED | Google ↗ AI Mode ↗ | Evaluate how responsive AspireIQ support is in resolving critical reporting issues. | — | review_roundup | aspireiq release notes and reviews | 1x of 3 | |
AspireIQ pricing and contract terms annual subscription ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review standard pricing tiers and contract commitment terms for AspireIQ. | — | pricing_page | software contract renewal negotiation | 1x of 3 | |
how to evaluate saas roi before annual contract renewal PERSONALIZED | Google ↗ AI Mode ↗ | Find methodologies for calculating software ROI when weighing renewal decisions despite bugs. | — | pdf_whitepaper | software contract renewal negotiation | 1x of 3 | |
how to audit influencer marketing platform data attribution REFORMULATION | Google ↗ AI Mode ↗ | Learn methods to independently verify the accuracy of Instagram Reels metrics reported by tools. | — | how_to_steps | influencer marketing attribution accura… | 1x of 3 | |
influencer marketing metrics glossary attribution definition RELATED | Google ↗ AI Mode ↗ | Clarify industry definitions for attribution and metric tracking in influencer campaigns. | — | glossary/definition | influencer marketing attribution accura… | 1x of 3 | |
how to handle vendor bug escalations during contract renewal negotiations IMPLICIT | Google ↗ AI Mode ↗ | Learn negotiation strategies for leveraging unresolved software bugs during annual contract renewals. | — | web_article | software contract renewal negotiation | 1x of 3 | |
AspireIQ pricing and enterprise contract terms ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review standard enterprise contract structures and pricing models for AspireIQ. | — | pricing_page | software contract renewal negotiation | 1x of 3 | |
negotiating saas contract terms after product issues PERSONALIZED | Google ↗ AI Mode ↗ | Learn strategies for negotiating better terms or concessions due to software bugs. | — | web_article | software contract renewal negotiation | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 919 / 1,413 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 919 / 1,437 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 919 / 1,418 |