For product engineers who need classification without an ML team. Start classifying immediately with LLMs. As you provide feedback, Infercalm learns to route to faster, cheaper strategies—average 4x cost reduction after 10,000 classifications. No training pipelines. No ML expertise required.
# Start classifying immediately
from infercalm import Client
client = Client(api_key="your_key")
result = client.classify(
text="This product exceeded my expectations!",
labels=["positive", "negative", "neutral"]
)
# Provide feedback to improve routing
client.feedback(result.id, correct_label="positive")
# Infercalm learns to use cheaper strategies over time"Infercalm reduced our classification costs by 73% over 6 weeks while maintaining 98.5% accuracy."
Early adopter, content moderation platform processing 2M+ classifications/month
Works immediately using LLMs. No training data required. Start classifying on day one.
Multi-armed bandit learns which strategy works best for your use case. Patient optimization through learning.
Routes simple queries to cheap embeddings, complex cases to LLMs. P50 latency drops from 800ms to 12ms as routing matures. Your costs decrease as the system learns.
Your data improves your routing. Each customer gets personalized optimization without sharing data.
Multi-armed bandit automatically selects the best strategy: LLM, embeddings+kNN, or vertical models.
Start with expensive LLMs, graduate to fast embedding lookups. Your spend decreases over time.
Works immediately. No model selection, no hyperparameter tuning, no training pipelines.
Watch how Infercalm automatically shifts from expensive LLMs to cheap embeddings as it learns
Other APIs: One model, one price, forever.
Infercalm: Automatic routing that reduced costs 73% for our early adopters.
Other APIs: Pay the same rate on day 1 and day 1000.
Infercalm: Your costs decrease as the system learns your patterns.
Other solutions: Manage datasets, tune hyperparameters, deploy models.
Infercalm: Works immediately. Gets better automatically.
Other APIs: Everyone uses the same model.
Infercalm: Your data improves your routing without sharing.
Join early adopters already seeing 4x cost reductions
Get started