FORG's statistical ML engine analyses every session, prompt, and model call — then surfaces ranked recommendations with projected ROI. No LLM required. Pure signal.
Automatically detected. Ranked by savings potential. Ready to act on.
FORG detects you're using GPT-4o for simple lookups — tasks where GPT-4o-mini produces identical output at a fraction of the cost. It surfaces every mis-matched model/task pair.
Bloated system prompts, redundant context injection, and over-provisioned windows all cost real money. FORG measures actual token utilization and shows exactly where to trim.
The same query pattern re-run 47 times in one week is a caching candidate. FORG fingerprints every session, clusters near-duplicates, and flags opportunities for deterministic cache hits.
A quarter of your AI traffic runs overnight when cheaper model tiers are available and latency doesn't matter. FORG routes off-hours batch work to lower-cost endpoints automatically.
Token spend by model — current month
Ranked by projected savings. Updated daily.
Monthly spend simulation based on current usage patterns
Pure statistical ML. No LLM in the analysis path — just math.
ML engine categorises every session by task type, complexity tier, and output quality. Builds a ground-truth map of what each model is actually being used for.
Compares your usage patterns against optimal model/token ratios derived from aggregate anonymised data. Identifies every gap between what you're spending and what's necessary.
Surfaces ranked, actionable changes with projected monthly savings and implementation effort. No vague advice — specific models, specific call sites, specific ROI.
Anonymised at customer request. Savings independently verified.
Switched 3 high-volume pipelines from GPT-4o to Claude Haiku after FORG classified them as simple extraction tasks.
Caching alone accounted for $5,400 of first-month savings. FORG detected 12 repeated summarization loops on day 1.
License paid for itself before the second billing cycle. Ongoing savings now 31× the annual subscription cost.
Install FORG, connect your team, and receive a full savings analysis within 24 hours — before you spend a cent on a subscription.