Real ChatGPT answer + Gemini simulation · index seedAupUqJxs7YEcompleteAI OverviewB2B software · cloud hostingcommercial
We need to migrate our monolith to the cloud. Which cloud hosting providers offer the best migration credits and technical support for small businesses?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search39 queries10/30/2026
Download run
Gemini unique queries
35
1 in ≥ half the passes · stability 34%
ChatGPT real searches predicted
50%
2 of 4 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
We need to migrate our monolith to the cloud. Which cloud hosting providers offer the best migration credits and technical support for small businesses?
35 unique queries · 3 passes
monolith to cloud migration strategy
1 query · 2 hits
how to migrate monolithic application to cloud architecture2xGoogle ↗
RELATEDInstruction
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.
Gemini simulated (35)ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 24 of 39 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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.
ChatGPT4 real searches · gpt-650% predicted
2026 cloud provider migration credits small business AWS Migration Acceleration Program Azure Migrate incentives Google Cloud migration program credits technical support Google ↗
AWS small business cloud migration credits Migration Acceleration Program AWS Activate support plans 2026 Google ↗
Microsoft Azure migration incentives Azure Migrate funding support small business 2026 Google ↗
Google Cloud migration program credits small business technical support 2026 Google ↗
- Rapid Migration & Modernization Program (RaMP) · cloud.google.com
- RaMP user guide | Migration Center | Google Cloud Documentation · docs.cloud.google.com
- Rapid Migration and Modernization Program Terms · cloud.google.com
- Google for Startups Cloud Program · cloud.google.com
- Support options · cloud.google.com
- AWS Migration Acceleration Program (MAP) · aws.amazon.com.cdn.amazon.com
- Sign up for an AWS Activate package · repost.aws
- Migration Assessment · pages.awscloud.com
- AWS MAP · aws.amazon.com
- AWS credits · aws.amazon.com
- Support plans · aws.amazon.com
- Support Matrix - Azure Migrate · learn.microsoft.com
- Azure Benefits and incentives · acom-16733907-merge.azurewebsites.net
- Grow Your Business with ISV Success: FY26 SDC Incentives & Migration Opportunities · partner.microsoft.com
- Azure benefits and incentives · azure.microsoft.com
- Azure support plans · azure.microsoft.com
- AI-powered cloud support – AWS Support plans · aws.amazon.com
- AWS Premium Support FAQs · aws.amazon.com.cdn.amazon.com
- Get support with Cloud Customer Care | Google Cloud Documentation · docs.cloud.google.com
- Azure Support Options · 2.zoppoz.workers.dev
- Support Plans—Support Scope and Responsiveness · acom-16733907-merge.azurewebsites.net
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
35 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to migrate monolithic application to cloud architecture RELATED | Google ↗ AI Mode ↗ | Understand the technical steps required to move a monolithic app into a cloud environment. | Instruction | how_to_steps | monolith to cloud migration strategy | 2x of 3 | |
best cloud migration credits for startups and small business REFORMULATION | Google ↗ AI Mode ↗ | Find specific cloud providers that offer financial incentives or credits for migrating workloads. | Comparison | comparison_table | best cloud migration credits | 1x of 3 | |
best cloud migration credits for small businesses REFORMULATION | Google ↗ AI Mode ↗ | Find specific cloud providers that offer financial grants or credits to offset migration costs for SMBs. | Comparison | comparison_table | best cloud migration credits | 1x of 3 | |
best cloud hosting providers small business migration credits REFORMULATION | Google ↗ AI Mode ↗ | Find a direct list of major cloud providers that currently offer financial credits specifically for small business migrations. | Comparison | comparison_table | best cloud migration credits | 1x of 3 | |
aws vs azure vs gcp startup programs migration support COMPARATIVE | Google ↗ AI Mode ↗ | Compare the major cloud providers regarding their startup support and migration assistance. | Comparison | comparison_table | aws vs azure vs gcp comparison | 1x of 3 | |
AWS vs Azure vs GCP small business migration support COMPARATIVE | Google ↗ AI Mode ↗ | Compare the major hyperscalers regarding their specialized support programs for smaller companies moving legacy systems. | Comparison | comparison_table | aws vs azure vs gcp comparison | 1x of 3 | |
aws vs azure vs gcp startup and small business migration credits comparison COMPARATIVE | Google ↗ AI Mode ↗ | Compare the specific migration credit programs offered by AWS, Microsoft Azure, and Google Cloud Platform for smaller enterprises. | Comparison | buyers_guide | aws vs azure vs gcp comparison | 1x of 3 | |
how to migrate a monolith application to aws azure or gcp IMPLICIT | Google ↗ AI Mode ↗ | Understand the technical steps and architectural strategies required to shift a monolithic app to major cloud infrastructure. | Instruction | how_to_steps | monolith to cloud migration strategy | 1x of 3 | |
managed cloud services for small business technical support comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify alternative managed service providers or hosting platforms known for high-touch small business support. | Comparison | buyers_guide | managed cloud services comparison | 1x of 3 | |
cloud hosting providers with free technical migration assistance RELATED | Google ↗ AI Mode ↗ | Discover alternative or niche cloud vendors that bundle hands-on engineering help with their hosting packages. | Comparison | buyers_guide | startup cloud grants and assistance | 1x of 3 | |
cloud providers with dedicated technical support for small business migration RELATED | Google ↗ AI Mode ↗ | Identify which cloud vendors provide hands-on architectural or engineering support during the migration phase for smaller companies. | Comparison | web_article | managed cloud services comparison | 1x of 3 | |
hidden costs of cloud migration monolith IMPLICIT | Google ↗ AI Mode ↗ | Discover unexpected expenses that occur when moving a monolith to the cloud to budget properly. | Consequence | web_article | monolith to cloud migration strategy | 1x of 3 | |
DigitalOcean startup program cloud credits ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the specific cloud startup and SMB credit programs offered by alternative cloud providers like DigitalOcean or Linode. | Other / navigational | pricing_page | startup cloud grants and assistance | 1x of 3 | |
digitalocean vs linode vs aws for small business monolith hosting ENTITY EXPANSION | Google ↗ AI Mode ↗ | Examine alternative cloud providers beyond the big three that cater well to small business budgets and monolith hosting. | Comparison | review_roundup | aws vs azure vs gcp comparison | 1x of 3 | |
digitalocean startup hub vs aws activate credits COMPARATIVE | Google ↗ AI Mode ↗ | Compare specific startup programs between mid-market and enterprise cloud providers. | Comparison | review_roundup | cloud provider migration credits and su… | 1x of 3 | |
startup friendly cloud providers with good support PERSONALIZED | Google ↗ AI Mode ↗ | Find cloud services known for responsive customer service and programs tailored to early-stage companies. | Comparison | review_roundup | startup cloud grants and assistance | 1x of 3 | |
looking for cloud provider with free credits and migration assistance for growing startup PERSONALIZED | Google ↗ AI Mode ↗ | Find tailored cloud programs that bundle free credits with professional engineering assistance for a growing business. | Comparison | faq_page | startup cloud grants and assistance | 1x of 3 | |
cloud provider technical support SLA comparison for small business RELATED | Google ↗ AI Mode ↗ | Evaluate the quality and responsiveness of technical support offered by various cloud hosts. | Comparison | pricing_page | managed cloud services comparison | 1x of 3 | |
monolith to cloud migration strategy checklist IMPLICIT | Google ↗ AI Mode ↗ | Get a structured checklist of tasks to complete before, during, and after moving a monolith to the cloud. | Instruction | checklist | monolith to cloud migration strategy | 1x of 3 | |
cloud migration cost calculator for monolithic applications IMPLICIT | Google ↗ AI Mode ↗ | Calculate estimated ongoing infrastructure costs and one-time migration expenses for moving a monolith. | Comparison | calculator/tool | monolith to cloud migration strategy | 1x of 3 | |
best cloud hosting for small business 2026 REFORMULATION | Google ↗ AI Mode ↗ | Get a general overview of top-rated cloud hosts suitable for small business workloads. | Comparison | review_roundup | managed cloud services comparison | 1x of 3 | |
AWS Activate program details for small businesses ENTITY EXPANSION | Google ↗ AI Mode ↗ | Examine the exact credit caps, architecture support, and requirements for Amazon's startup and SMB program. | Other / navigational | faq_page | cloud provider migration credits and su… | 1x of 3 | |
monolith to cloud migration best practices architecture guide RELATED | Google ↗ AI Mode ↗ | Learn industry-standard architectural patterns like refactoring versus rehosting when moving a monolith to the cloud. | Instruction | pdf_whitepaper | monolith to cloud migration strategy | 1x of 3 | |
cloud migration checklist for legacy monolithic systems RELATED | Google ↗ AI Mode ↗ | Get a structured checklist to ensure no critical components are missed during the migration. | Instruction | checklist | monolith to cloud migration strategy | 1x of 3 | |
cloud provider migration grants for legacy applications REFORMULATION | Google ↗ AI Mode ↗ | Locate funding opportunities specifically aimed at modernizing older or monolithic software systems on public clouds. | Comparison | web_article | startup cloud grants and assistance | 1x of 3 | |
google cloud startup program migration credits and support ENTITY EXPANSION | Google ↗ AI Mode ↗ | Check the exact details of Google Cloud's specific startup and small business support tiers. | Comparison | product_spec_sheet | startup cloud grants and assistance | 1x of 3 | |
cloud migration grants and free tier programs for small business ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find grants, non-profit programs, or specialized free tiers for cloud adoption. | Other / navigational | faq_page | startup cloud grants and assistance | 1x of 3 | |
Oracle Cloud infrastructure migration incentives and credits ENTITY EXPANSION | Google ↗ AI Mode ↗ | Determine what OCI offers in terms of migration financial aid and technical support compared to competitors. | Consequence | product_spec_sheet | startup cloud grants and assistance | 1x of 3 | |
aws activate credits eligibility and small business technical support ENTITY EXPANSION | Google ↗ AI Mode ↗ | Find official details on AWS Activate program credits and engineering support for small teams. | Consequence | pricing_page | cloud provider migration credits and su… | 1x of 3 | |
recommended cloud architecture for legacy monolith refactoring IMPLICIT | Google ↗ AI Mode ↗ | Learn best practices for refactoring or lifting-and-shifting a monolith into the cloud. | Instruction | code_samples/docs | monolith to cloud migration strategy | 1x of 3 | |
small business cloud migration challenges and solutions RELATED | Google ↗ AI Mode ↗ | Learn common pitfalls small teams face when moving infrastructure and how to mitigate them. | Comparison | case_study | managed cloud services comparison | 1x of 3 | |
cloud infrastructure migration checklist for small business REFORMULATION | Google ↗ AI Mode ↗ | Get a structured checklist to ensure nothing is missed during the migration of a monolith to the cloud. | Instruction | checklist | best cloud migration credits | 1x of 3 | |
managing cloud migration costs calculator PERSONALIZED | Google ↗ AI Mode ↗ | Access a tool to estimate ongoing cloud operational costs versus on-premise infrastructure. | Comparison | calculator/tool | monolith to cloud migration strategy | 1x of 3 | |
managed cloud services vs self managed for small business migration RELATED | Google ↗ AI Mode ↗ | Evaluate whether hiring a managed service provider or utilizing cloud vendor support is better for a small team. | Comparison | buyers_guide | managed cloud services comparison | 1x of 3 | |
case studies monolith to cloud migration small business success stories RELATED | Google ↗ AI Mode ↗ | Read real-world examples of small businesses that successfully migrated their monoliths and leveraged cloud credits. | Reason | case_study | monolith to cloud migration strategy | 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 | — | 925 / 1,428 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 925 / 1,508 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 925 / 1,482 |