Category
Building with AI
Designing, budgeting, and shipping AI features without runaway costs.
Reducing Hallucinations Without Blowing Your Token Budget
Balance accuracy with API costs: proven strategies to minimize LLM hallucinations while controlling token spend and maximizing ROI.
May 29, 2026
Best LLM for SaaS Customer Support: Compare Prices Grid
Picking an LLM for SaaS customer-support workloads (tier-1 deflection, ticket summarization) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for Marketing Workloads: Compare Prices Grid
Picking an LLM for marketing workloads (copy, SEO, campaign analysis) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for DevOps & Engineering Workloads: Compare Prices Grid
Picking an LLM for DevOps and engineering workloads (incident analysis, code review, runbook generation) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for Finance Workloads: Compare Prices Pricing Grid
Picking an LLM for finance workloads (report analysis, compliance, market summarization) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for E-commerce Workloads: Compare Prices Grid
Picking an LLM for e-commerce workloads (product descriptions, support, search) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for Education Workloads: Compare Prices Comparison
Picking an LLM for education workloads (tutoring, grading, content generation) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for Legal Workloads: Compare Prices Side-by-Side
Picking an LLM for legal workloads (contract review, case law summarization, due diligence) via TokenRate's Compare Prices grid.
May 28, 2026
Best LLM for Healthcare Workloads: Compare Prices Grid
Picking an LLM for healthcare workloads (clinical notes, patient triage, summarization) via TokenRate's Compare Prices grid.
May 28, 2026
Best JSON-Mode LLM: Compare Prices Grid
Picking a JSON-mode LLM via the Compare Prices grid — three picks tested on JSON adherence and per-call cost.
May 28, 2026
Best Structured-Output LLM: Compare Prices Grid
Picking an LLM for structured-output workloads (JSON-mode, schema-constrained) via TokenRate's Compare Prices grid.
May 28, 2026
Best Tool-Use LLM: Compare Prices Pricing Grid
Picking an LLM with the strongest tool-use track record via TokenRate's Compare Prices grid — three picks with the per-tool-call cost tradeoffs.
May 28, 2026
Best Multimodal LLM Pick (2026): Compare Prices Grid
Picking a multimodal LLM (vision + text) via TokenRate's Compare Prices grid — three top picks with the per-image and per-token tradeoffs.
May 28, 2026
Best Long-Context Q&A LLM: Compare Prices Grid
Picking an LLM for long-context Q&A (codebase exploration, document libraries) via TokenRate's Compare Prices grid.
May 28, 2026
Best Fast-Classification LLM: Compare Prices Grid
Picking a low-latency classification LLM via the Compare Prices grid — three picks where per-call cost and latency dominate.
May 28, 2026
Best Agent-Backbone LLM: Compare Prices Comparison
Picking an LLM to power an autonomous agent loop via TokenRate's Compare Prices grid — three picks with the per-step cost and quality tradeoffs.
May 28, 2026
Best Research Assistant LLM: Compare Prices Grid
Picking a research-assistant LLM (lit reviews, synthesis, hypothesis generation) via TokenRate's Compare Prices grid.
May 28, 2026
Best Summarization LLM: Compare Prices Pricing Grid
Picking a summarization LLM via the Compare Prices grid — three picks for production summarization with cost and quality tradeoffs.
May 28, 2026
Best Data Extraction LLM: Compare Prices Grid
Picking a data-extraction LLM (PDFs, invoices, structured outputs) via TokenRate's Compare Prices grid — three picks with the tradeoffs explained.
May 28, 2026
Best Content Moderation LLM: Compare Prices Grid
Picking a content-moderation LLM via the Compare Prices grid — three picks with the per-call cost and false-positive tradeoffs explained.
May 28, 2026
Best Customer Support LLM: Compare Prices Grid
Picking a customer-support LLM via TokenRate's Compare Prices grid — three picks with the latency, quality, and cost tradeoffs explained.
May 28, 2026
Best Translation LLM: Compare Prices Grid Pick
Picking a translation LLM via the Compare Prices grid — three multilingual-strong candidates with price and quality tradeoffs.
May 28, 2026
Best Coding LLM: Compare Prices Grid Pick
Picking a code-generation LLM via TokenRate's Compare Prices grid — three top candidates with price, context, and quality tradeoffs.
May 28, 2026
Best Chatbot LLM via the Compare Prices Grid
Which LLM to ship in a customer-facing chatbot — three picks compared in TokenRate's Compare Prices grid, with the workload-specific tradeoffs explained.
May 28, 2026
Token Counting Tools Every LLM Developer Should Know
Essential token counting tools and techniques for managing API costs. Learn how to accurately count tokens across Claude, GPT-4, and other LLMs.
May 28, 2026
Compare Prices for ML Research: Picking Baselines and Comparators
How ML researchers can use the Compare Prices grid to pick baselines and cost comparators for their next paper — and avoid out-of-date pricing in published work.
May 28, 2026
Onboarding New Engineers to LLM Cost via Compare Prices
New engineers often have no intuition for LLM pricing. The Compare Prices grid is the fastest 10-minute onboarding artifact for building that intuition.
May 28, 2026
Compare Prices Pro Tips: 7 Habits That Save Time
Seven habits that turn the Compare Prices grid into a 20-second routine: bookmarked URLs, paired filters, model-ID copy patterns, and more.
May 28, 2026
Why Compare Prices Beats a Hand-Built Pricing Spreadsheet
Engineering teams often maintain a manual LLM pricing spreadsheet. Here is why the Compare Prices grid replaces that workflow with less effort and fresher data.
May 28, 2026
An Engineering Manager's Checklist for the Compare Prices Tool
A quarterly checklist for engineering managers: re-validate model picks against the current Compare Prices grid, flag cost regressions, and document routing assumptions.
May 28, 2026
Using Compare Prices in Team-Wide LLM Procurement Decisions
How engineering, product, and finance can collaborate on LLM procurement using the shared Compare Prices grid as the single source of truth.
May 28, 2026
From 70 Models to 3: The Compare Prices Shortlisting Workflow
A funnel for narrowing 70+ LLMs down to a 3-model shortlist using Filters on the main calculator, then the Compare Prices grid for the final showdown.
May 28, 2026
5 Real-World Use Cases for the Compare Prices Tool
Five concrete situations where the Compare Prices grid pays for itself: model-switch evaluations, quarterly cost reviews, RFP responses, onboarding new engineers, and production routing decisions.
May 28, 2026
Compare Prices: A Step-by-Step Tutorial for First-Time Users
A tutorial that walks you through opening, building, and reading the new Compare Prices grid at /tools/compare-prices — provider dropdowns, model picks, and the cost/quality columns explained.
May 28, 2026
How to Build Multi-Model Routing With Quality Scores (And Stop Overpaying)
Practical guide to building a multi-model LLM router using TokenRate's quality scores and value column. Cut AI costs 60–80% without sacrificing quality.
May 28, 2026
How to Pick an LLM by Quality Score and Cost: A Practical Framework
A 5-step framework for picking the right LLM by quality score and cost in 2026 — using TokenRate's Filter panel, Value column, and Compare Prices tool together.
May 28, 2026
Compare AI Model Prices Side by Side: A New Tool for Multi-Model Cost Analysis
Use TokenRate's new Compare Prices tool to pick specific Claude, GPT, Gemini, Llama, DeepSeek, Mistral, and Grok models and see their input, output, and context-window pricing in a side-by-side grid.
May 28, 2026
How to Calculate AI API Cost Per User for Your SaaS Product
Learn the exact formula to calculate per-user AI API costs for your SaaS. Includes pricing breakdown for GPT-4, Claude, and Llama models.
May 28, 2026
AI Agent Loops and Cost Spirals: How to Keep Agentic Workflows Cheap
Learn how to control AI agent costs and prevent expensive token loops. Strategies for efficient agentic workflows and cost monitoring.
May 26, 2026
How to Build a Cost Monitor for Your AI Application
Learn to implement real-time cost monitoring for AI APIs. Track token usage, set budgets, and optimize spending with practical code examples.
May 26, 2026
Building Cost-Efficient RAG Pipelines: Token Strategies That Work
Learn practical token optimization strategies for RAG systems. Reduce API costs while maintaining quality through smart chunking, caching, and model selection.
May 25, 2026
Building a Cost-Aware AI Agent That Stays Within Budget
Learn how to build AI agents that monitor token usage and stay within budget limits using TokenRate tools and best practices.
May 23, 2026
How to Pick the Right AI Model for Your Budget
Learn how to select the best AI model for your budget. Compare pricing, performance, and use cases to maximize ROI on API costs.
May 23, 2026