01
Manual tuning is slow
Engineers spend days running trial-and-error benchmarks before launch.
Inference compilation optimizer
Cut your cost per million tokens. Automatically.
Compile your entire model portfolio into optimized GPU inference engines. Sweep precision, batch sizes, and engine configs against every latency SLA.
ASTCHEM / OPTIMIZER Sample run
Cost per 1M tokens
$0.58 → $0.34
41%estimated savings
12configs tested
0.8%accuracy delta
Illustrative sample. Your benchmark will use your models.
The problem
Inference tuning is still a manual tax on every model.
02
Choices multiply quickly
Precision, batch sizes, memory, and engine settings interact in complex ways.
03
SLAs are easy to miss
Overly safe choices waste compute. Aggressive ones lose latency or quality.
04
Tuning never ends
Models, traffic, and hardware change. Your best setup changes with them.
The solution
One optimization loop for your whole model portfolio.
Astchem turns fragmented tuning work into a repeatable system that finds the best production configuration for every model.
↗
Automatic sweeps
Test precision, batching, and engine configurations without manual effort.
⌁
SLA-aware decisions
Reject candidates that miss your latency or throughput targets before they reach production.
✓
Accuracy-checked
Validate quality after optimization so speed never comes at the cost of correctness.
How it works
From model upload to optimized engine in six steps.
01
Connect
Link your model registry or upload models.
02
Define SLAs
Set latency, accuracy, and target hardware goals.
03
Profile
Build a baseline from real model behavior.
04
Sweep
Test precision, batching, and engine configs.
05
Validate
Check latency and accuracy against thresholds.
06
Deliver
Receive the best engine and savings report.
Product surface
Everything your optimization team needs.
01
Portfolio Optimizer
Compile every model in one run. Save weeks of engineering time.
02
SLA Engine
Enforce p50 and p99 targets. Make performance predictable.
03
Precision Sweeper
Test FP16, INT8, and FP4 per model. Find the right tradeoff.
04
Accuracy Guardrails
Check quality after optimization. Ship with confidence.
05
Cost Dashboard
See cost per million tokens before and after. Prove ROI.
06
API and CI/CD
Re-run automatically on model updates. Stay optimized.
Competitive view
More than a toolkit. An optimization system.
| Capability | Astchem | Manual tuning | Generic platforms | Quantization toolkits |
|---|---|---|---|---|
| Portfolio-level automation | ✓ | ✗ | ~ | ✗ |
| SLA-aware selection | ✓ | ~ | ~ | ✗ |
| Cost per 1M token objective | ✓ | ✗ | ✗ | ✗ |
| Accuracy guardrails | ✓ | ~ | ~ | ~ |
| Continuous re-optimization | ✓ | ✗ | ~ | ✗ |
Who it’s for
Built for teams where inference is a budget line.
If you run multiple production models, Astchem helps your engineers focus on product—not endless tuning.
✦AI-native startupsFast teams, high GPU bills.
⌁SaaS companiesAI features at scale.
▦Enterprise ML teamsMany models, strict SLAs.
◈GPU cloud providersOptimized customer workloads.
Pricing
Start with a benchmark. Scale with savings.
Starter
$499
per benchmark run
- Up to 3 models
- One target hardware profile
- Benchmark report
Growth
$2,500
per month
- Up to 15 models
- Continuous optimization
- API and dashboard access
Enterprise
Custom
built around your fleet
- Unlimited models
- Private deployment options
- Dedicated support and SLAs
Roadmap
From MVP to a continuous optimization platform.
Phase 01 · MVP
0–3 months
Core model compilation, basic sweeps, and first benchmarks.
Phase 02 · Beta
3–6 months
FP4 / INT8 guardrails, dashboard, and SLA engine.
Phase 03 · Launch
6–12 months
Multi-GPU, CI/CD integration, and public API.
Phase 04 · Scale
12+ months
Continuous re-optimization and enterprise edition.
The team
The people building Astchem.
SK
DK
AM
Book a free benchmark of your top 3 models.
Start the conversation ↗Contact
Let’s find your fastest path to lower inference costs.
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Astchem Technologies Private Limited
41/B/4, Ramanath Das Rd, Kolkata, West Bengal 700031, India
[email protected]
[email protected]
+91 98300 45821
CIN: U19209WB2023PTC266423 · Incorporated November 2023