best crm/email/sms tool for small independent insurance agents to save time
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
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.
Classes come from the query-classifier (a local Laya model). 29 of 55 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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.
Queries
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to automate client onboarding for insurance agents IMPLICIT | Google ↗ AI Mode ↗ | Find workflows to automate client onboarding and save administrative time. | Instruction | how_to_steps | how to automate client follow ups for insur… | 3x of 6 | |
best crm for independent insurance agents REFORMULATION | Google ↗ AI Mode ↗ | Find top-rated customer relationship management software specifically tailored for independent insurance professionals. | Comparison | buyers_guide | best crm for independent insurance agents | 2x of 6 | |
best crm for independent insurance agents automation REFORMULATION | Google ↗ AI Mode ↗ | The user wants a reformulated search focusing specifically on the CRM and automation aspects for insurance agents. | Comparison | comparison_table | best crm for independent insurance agents | 2x of 6 | |
all in one crm email sms marketing for insurance RELATED | Google ↗ AI Mode ↗ | Discover unified software suites that combine CRM, email marketing, and SMS text messaging into one platform. | Other / navigational | comparison_table | top insurance crm software with built in sms | 2x of 6 | |
best crm for independent insurance agents with email and sms REFORMULATION | Google ↗ AI Mode ↗ | Find CRM software that specifically includes built-in email and text messaging capabilities tailored for insurance agents. | Comparison | comparison_table | best crm for independent insurance agents | 1x of 6 | |
best crm email sms software for independent insurance agents REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct reformulation of the original query to find top-rated software combining CRM, email, and SMS features. | Comparison | comparison_table | best crm for independent insurance agents | 1x of 6 | |
top all in one crm email and sms for insurance REFORMULATION | Google ↗ AI Mode ↗ | Discover unified software suites that combine CRM, email marketing, and SMS text messaging into one platform. | Comparison | comparison_table | top insurance crm software with built in sms | 1x of 6 | |
top email and sms marketing software for insurance agencies RELATED | Google ↗ AI Mode ↗ | The user is looking for dedicated communication tools that integrate email and text messaging for marketing. | Comparison | buyers_guide | best sms marketing tool for insurance polic… | 1x of 6 | |
top all in one marketing automation tools for insurance brokers RELATED | Google ↗ AI Mode ↗ | The user is looking for broader marketing automation platforms suitable for insurance professionals. | Comparison | buyers_guide | top all in one marketing automation tools f… | 1x of 6 | |
top all in one marketing automation and crm for insurance brokers RELATED | Google ↗ AI Mode ↗ | Discover unified software suites that handle marketing automation alongside client management for insurance professionals. | Comparison | buyers_guide | top all in one marketing automation tools f… | 1x of 6 | |
how do insurance agents use crm automation to save time IMPLICIT | Google ↗ AI Mode ↗ | Understand the specific time-saving workflows and automation features insurance agents rely on. | Reason | how_to_steps | how do independent agents save time with cr… | 1x of 6 | |
how to automate client follow ups insurance agency IMPLICIT | Google ↗ AI Mode ↗ | Learn methods and tools to automate repetitive communication tasks to save time. | Instruction | how_to_steps | how to automate client follow ups for insur… | 1x of 6 | |
how to automate client follow ups for insurance agents IMPLICIT | Google ↗ AI Mode ↗ | The user wants actionable workflows or strategies to save time using software automation. | Instruction | how_to_steps | how to automate client follow ups for insur… | 1x of 6 | |
how to automate client follow ups for insurance agency IMPLICIT | Google ↗ AI Mode ↗ | The user wants to learn practical workflows for saving time through automation. | Instruction | how_to_steps | how to automate client follow ups for insur… | 1x of 6 | |
hubspot vs activecampaign for insurance agency COMPARATIVE | Google ↗ AI Mode ↗ | Compare two leading CRM and marketing automation platforms to see which is better suited for an insurance workflow. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
hubspot vs agencybloc vs crm24 for insurance agents COMPARATIVE | Google ↗ AI Mode ↗ | Compare leading general and industry-specific CRMs to determine the best fit for an insurance agency. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
hubspot vs agencybloc vs ezlynx insurance crm COMPARATIVE | Google ↗ AI Mode ↗ | Compare specific CRM platforms popular in the insurance industry to determine the best fit. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
hubspot vs agency zoom for insurance agents COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare a general top-tier CRM with an industry-specific CRM. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
hubspot vs activecampaign for small insurance agency COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two popular tools to see which fits an insurance agency better. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
hubspot vs activecampaign for insurance agency crm COMPARATIVE | Google ↗ AI Mode ↗ | Compare two popular CRM and email marketing platforms to determine which is better for an insurance agency. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
insurance agency marketing automation tools affordable ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify cost-effective marketing automation software built for small budgets typical of independent agents. | Comparison | review_roundup | top all in one marketing automation tools f… | 1x of 6 | |
top rated insurance crm software with built in sms ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific software brands that offer integrated text messaging capabilities for policyholders. | Comparison | review_roundup | top insurance crm software with built in sms | 1x of 6 | |
best all in one insurance agency management system ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user is searching for broader industry-standard software terms like Agency Management Systems (AMS). | Comparison | review_roundup | top all in one marketing automation tools f… | 1x of 6 | |
agencyzoom vs hubspot insurance crm ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to evaluate industry-specific CRM solutions against mainstream options. | Comparison | review_roundup | agencyzoom vs hubspot insurance crm | 1x of 6 | |
top insurance crm software with built in sms ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify specific CRM software brands that offer integrated text messaging capabilities. | Comparison | review_roundup | top insurance crm software with built in sms | 1x of 6 | |
agencyzoom vs hubsella insurance crm ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore niche or industry-specific CRM solutions designed explicitly for the insurance industry. | Comparison | review_roundup | agencyzoom vs hubspot insurance crm | 1x of 6 | |
crm software for solo insurance broker time management PERSONALIZED | Google ↗ AI Mode ↗ | Find tools designed for single-person operations that maximize efficiency. | Comparison | web_article | affordable crm for solo insurance agent on… | 1x of 6 | |
solopreneur insurance agent crm setup guide PERSONALIZED | Google ↗ AI Mode ↗ | The user seeks advice tailored specifically to single-person or very small independent operations. | Instruction | web_article | affordable crm for solo insurance agent on… | 1x of 6 | |
best crm for solo insurance agent on a budget PERSONALIZED | Google ↗ AI Mode ↗ | The user wants recommendations tailored to single operators with limited spending power. | Comparison | web_article | affordable crm for solo insurance agent on… | 1x of 6 | |
affordable crm for solo insurance agents PERSONALIZED | Google ↗ AI Mode ↗ | Find budget-friendly CRM options designed for single-person or very small independent agencies. | Comparison | pricing_page | affordable crm for solo insurance agent on… | 1x of 6 | |
ezlynx vs agency zoom crm features COMPARATIVE | Google ↗ AI Mode ↗ | Compare industry-specific insurance software against general or specialized CRM alternatives. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
affordable crm for solo insurance agent on a budget PERSONALIZED | Google ↗ AI Mode ↗ | Identify cost-effective CRM options that fit the financial constraints of a single independent agent. | Comparison | pricing_page | affordable crm for solo insurance agent on… | 1x of 6 | |
best sms marketing tool for insurance policy renewal reminders RELATED | Google ↗ AI Mode ↗ | Find text message solutions optimized for sending automated policy renewal alerts. | Comparison | web_article | best sms marketing tool for insurance polic… | 1x of 6 | |
affordable insurance agency management system small business REFORMULATION | Google ↗ AI Mode ↗ | Find cost-effective software solutions suitable for small budgets. | Comparison | pricing_page | affordable crm for solo insurance agent on… | 1x of 6 | |
affordable crm for small insurance agency pricing REFORMULATION | Google ↗ AI Mode ↗ | The user wants to check the cost implications of software options for a small business budget. | Comparison | pricing_page | affordable crm for solo insurance agent on… | 1x of 6 | |
insurance agency crm pricing comparison REFORMULATION | Google ↗ AI Mode ↗ | The user wants to understand the cost implications of various insurance CRM tools. | Comparison | pricing_page | agencyzoom vs hubspot insurance crm | 1x of 6 | |
ezlynx vs ignitecx features and pricing COMPARATIVE | Google ↗ AI Mode ↗ | Compare features and pricing between two well-known insurance tech platforms. | Comparison | product_spec_sheet | agencyzoom vs hubspot insurance crm | 1x of 6 | |
best text messaging software for insurance renewal reminders RELATED | Google ↗ AI Mode ↗ | Find dedicated SMS tools capable of automating policy renewal reminders and client check-ins. | Comparison | web_article | best sms marketing tool for insurance polic… | 1x of 6 | |
how do independent agents save time with crm automation RELATED | Google ↗ AI Mode ↗ | The user wants to see real-world examples or use cases of time saved via CRM. | Comparison | case_study | how do independent agents save time with cr… | 1x of 6 | |
best email marketing templates for insurance agents RELATED | Google ↗ AI Mode ↗ | Obtain pre-made email templates to save time on client communication. | Comparison | faq_page | best sms marketing tool for insurance polic… | 1x of 6 | |
insurance crm with built in sms compliance RELATED | Google ↗ AI Mode ↗ | The user needs to ensure that any SMS tool used complies with insurance and telemarketing regulations. | Comparison | faq_page | top insurance crm software with built in sms | 1x of 6 | |
insurance agency marketing automation tools REFORMULATION | Google ↗ AI Mode ↗ | Search for software that automates marketing tasks like email and SMS for insurance agencies. | Other / navigational | web_article | top all in one marketing automation tools f… | 1x of 6 | |
crm for solo insurance producer time management PERSONALIZED | Google ↗ AI Mode ↗ | Discover how solo agents manage daily tasks, leads, and communications using lightweight CRM software. | Comparison | case_study | affordable crm for solo insurance agent on… | 1x of 6 | |
insurance agency crm features checklist REFORMULATION | Google ↗ AI Mode ↗ | See a list of essential features an insurance agent should look for when buying a CRM. | Instruction | checklist | top insurance crm software with built in sms | 1x of 6 | |
lead management and email drip campaigns for insurance agents RELATED | Google ↗ AI Mode ↗ | Find tools that offer automated email drip sequences specifically designed for nurturing insurance leads. | Other / navigational | buyers_guide | best sms marketing tool for insurance polic… | 1x of 6 | |
what is an insurance crm and why do i need one IMPLICIT | Google ↗ AI Mode ↗ | Understand the basic value proposition and definition of an insurance-specific CRM. | Reason | glossary/definition | affordable crm for solo insurance agent on… | 1x of 6 | |
how do independent agents save time with software IMPLICIT | Google ↗ AI Mode ↗ | The user seeks best practices and productivity use cases for insurance tech stacks. | Reason | case_study | how do independent agents save time with cr… | 1x of 6 | |
how independent insurance agents use email automation to save time IMPLICIT | Google ↗ AI Mode ↗ | Understand real-world time-saving workflows using email sequences in the insurance business. | Reason | case_study | how do independent agents save time with cr… | 1x of 6 | |
crm software with built in sms for insurance agents IMPLICIT | Google ↗ AI Mode ↗ | The user is searching for tools that specifically include SMS texting capabilities alongside CRM features. | Comparison | product_spec_sheet | top insurance crm software with built in sms | 1x of 6 | |
best sms compliance tools for insurance marketing RELATED | Google ↗ AI Mode ↗ | Learn about compliance requirements and tools for sending text messages to insurance clients. | Comparison | faq_page | best sms marketing tool for insurance polic… | 1x of 6 | |
best client onboarding workflow for insurance agents ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants templates or best practices for setting up client communication sequences. | Instruction | checklist | how to automate client follow ups for insur… | 1x of 6 | |
top rated crm systems for small insurance offices REFORMULATION | Google ↗ AI Mode ↗ | Get a curated list of the highest-rated CRM platforms for small insurance teams. | Comparison | review_roundup | affordable crm for solo insurance agent on… | 1x of 6 | |
salesmate vs activecampaign for insurance brokers COMPARATIVE | Google ↗ AI Mode ↗ | Compare a sales-focused CRM with a marketing automation platform for insurance use cases. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
insly vs lumiant vs nimble for insurance COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a comparison of specific niche tools catering to independent financial and insurance professionals. | Comparison | comparison_table | agencyzoom vs hubspot insurance crm | 1x of 6 | |
simple insurance crm with built in VoIP and SMS ENTITY EXPANSION | Google ↗ AI Mode ↗ | Identify CRMs that include voice calling and text messaging natively to avoid juggling multiple apps. | Comparison | product_spec_sheet | top insurance crm software with built in sms | 1x of 6 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-4-argon | Real-search passes | 10 | 0 | 0 | — | $0 |
| gemini-4-argon | Simulated passes | 49 | 2,550 | 7,027 | — | $0.075 |
| gpt-6.1-sol | Real-search passes | 10 | 0 | 0 | — | $0 |
| gpt-6.1-sol | Simulated passes | 60 | 0 | 0 | — | $0 |
| Total | 129 | 2,550 | 7,027 | — | $0.075 | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-argon · real search | 1 | — | 0 | — | — | RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-4-argon · real search | 2 | — | 0 | — | — | RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-4-argon · real search | 3 | — | 0 | — | — | RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 requests per day on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-4-argon · real search | 4 | — | 0 | — | — | RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 requests per day on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-4-argon · real search | 5 | — | 0 | — | — | RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-3.5-flash-lite | 1 | 10 | 10 | 3.8 | 425 / 1,178 | fallback model |
| gemini-3.5-flash-lite | 2 | 10 | 10 | 3.8 | 425 / 1,237 | fallback model |
| gemini-4-argon | 3 | — | 0 | — | — | gemini-4-argon: RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} | gemini-3.5-flash-lite: InternalServerError: Error code: 503 - {'error': {'message': 'gemini-3.5-flash-lite is currently experiencing high demand, spikes in demand are usually temporary. Please try again later.', 'code': 'service_unavailable'}} |
| gemini-4-argon | 4 | — | 0 | — | — | gemini-4-argon: RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} | gemini-3.5-flash-lite: RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-3.5-flash-lite (limit: 15 requests per minute on Free Tier). Please retry in 16s or upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} |
| gemini-3.5-flash-lite | 5 | 10 | 10 | 3.7 | 425 / 969 | fallback model |
| gemini-3.5-flash-lite | 6 | 10 | 10 | 3.9 | 425 / 1,176 | fallback model |
| gemini-3.5-flash-lite | 7 | 10 | 10 | 11.2 | 425 / 1,246 | fallback model |
| gemini-3.5-flash-lite | 8 | 10 | 10 | 4.3 | 425 / 1,221 | fallback model |
| gemini-4-argon | 9 | — | 0 | — | — | gemini-4-argon: RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} | gemini-3.5-flash-lite: InternalServerError: Error code: 503 - {'error': {'message': 'gemini-3.5-flash-lite is currently experiencing high demand, spikes in demand are usually temporary. Please try again later.', 'code': 'service_unavailable'}} |
| gemini-4-argon | 10 | — | 0 | — | — | gemini-4-argon: RateLimitError: Error code: 429 - {'error': {'message': 'Rate limit exceeded for model gemini-4-argon (limit: 0 input tokens per minute on Free Tier). Please upgrade your tier at https://ai.dev/rate-limit.', 'code': 'too_many_requests'}} | gemini-3.5-flash-lite: InternalServerError: Error code: 503 - {'error': {'message': 'gemini-3.5-flash-lite is currently experiencing high demand, spikes in demand are usually temporary. Please try again later.', 'code': 'service_unavailable'}} |
| gpt-6.1-sol · real search | 1 | — | 0 | — | — | RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol · real search | 2 | — | 0 | — | — | RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol · real search | 3 | — | 0 | — | — | RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol · real search | 4 | — | 0 | — | — | RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol · real search | 5 | — | 0 | — | — | RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 1 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 2 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 3 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 4 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 5 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 6 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 7 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 8 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 9 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |
| gpt-6.1-sol | 10 | — | 0 | — | — | gpt-6.1-sol: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. | gpt-6-luna: RateLimitError: Error code: 429 - You have no credits remaining. Add credits to continue using the API at https://platform.openai.com/settings/organization/billing/. |