Monthly cost at list price for five common workloads. Token counts per unit are stated so you can scale them to your own traffic. A workload that does not fit a model's context window is marked rather than priced.
Workload (per month)
Elorian: Glimpse
OpenAI: GPT-5.2
Difference
Customer-support chatbot
50,000 conversations — each a 6-turn conversation (1,500 in / 400 out tokens)
$105
$411
Elorian: Glimpse saves $306
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages (6,000 in / 500 out tokens)
$102
$350
Elorian: Glimpse saves $248
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context (60,000 in / 6,000 out tokens)
$108
$378
Elorian: Glimpse saves $270
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page (8,000 in / 600 out tokens)
$66.00
$224
Elorian: Glimpse saves $158
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass (100,000 in / 2,000 out tokens)
$33.00
$102
Elorian: Glimpse saves $68.50
Capabilities side by side
Capability
Elorian: Glimpse
OpenAI: GPT-5.2
What it lets you do
Tool / function calling
✓ Yes
✓ Yes
call your APIs and run agent loops
Structured output (JSON schema)
✓ Yes
✓ Yes
return JSON that validates against your schema
Reasoning / thinking mode
✓ Yes
✓ Yes
spend extra tokens thinking before answering hard problems
Image input
✓ Yes
✓ Yes
read screenshots, charts and scanned pages
Audio input
—
—
take speech or audio directly
File / PDF input
—
✓ Yes
accept documents without your own parsing step
Image output
—
—
generate images, not just text
Built-in web search
—
✓ Yes
answer from live web results
Seed (reproducible sampling)
—
✓ Yes
repeat a generation for tests and evals
Log-probabilities
✓ Yes
—
read token confidence for classification and scoring
From each model's published parameters and input/output types. “—” means not advertised, not proven absent.
Price history
Elorian: Glimpse: price unchanged since we started tracking it on 2026-10-18.
OpenAI: GPT-5.2: price unchanged since we started tracking it on 2026-03-10.
Which should you choose?
Choose Elorian: Glimpse if…
cost matters at scale — it is 75% cheaper on a typical 3:1 input/output mix ($105 vs $411 a month for 50,000 support chats)
you need log-probabilities — to read token confidence for classification and scoring; OpenAI: GPT-5.2 does not advertise it
you generate long outputs in one go — up to 256K tokens (about 192,000 words) per response
you want the newer model — released 2026-10-17, 10 months after the other
Choose OpenAI: GPT-5.2 if…
you need to fit long inputs in one request — 400K tokens is roughly 600 pages, against 393
you need file / PDF input — to accept documents without your own parsing step; Elorian: Glimpse does not advertise it
you need built-in web search — to answer from live web results; Elorian: Glimpse does not advertise it
you need seed (reproducible sampling) — to repeat a generation for tests and evals; Elorian: Glimpse does not advertise it
Frequently asked questions
Is Elorian: Glimpse better than OpenAI: GPT-5.2?
Neither wins outright: Elorian: Glimpse is the pick when cost matters at scale, OpenAI: GPT-5.2 when you need to fit long inputs in one request. In short: Elorian: Glimpse when cost matters at scale, you need log-probabilities, you generate long outputs in one go, you want the newer model; OpenAI: GPT-5.2 when you need to fit long inputs in one request, you need file / PDF input, you need built-in web search, you need seed (reproducible sampling).
Which is cheaper, Elorian: Glimpse or OpenAI: GPT-5.2?
Elorian: Glimpse is cheaper: $1.20 vs $4.81 per 1M tokens at a typical 3:1 input/output mix, 75% less. For 50,000 support conversations a month that is $105 against $411.
How much do Elorian: Glimpse and OpenAI: GPT-5.2 cost per million tokens?
Elorian: Glimpse costs $0.60 per 1M input tokens and $3.00 per 1M output tokens; OpenAI: GPT-5.2 costs $1.75 input and $14.00 output. Output tokens are billed separately, so long answers shift the gap.
Which has the bigger context window, Elorian: Glimpse or OpenAI: GPT-5.2?
OpenAI: GPT-5.2: 400K tokens, about 600 pages, against 262K (about 393 pages) for Elorian: Glimpse.
Do Elorian: Glimpse and OpenAI: GPT-5.2 support function calling and JSON output?
Glimpse is a multimodal visual reasoning model from Elorian, built for visual understanding and complex visual reasoning in the physical world. It reasons directly over images and video rather than...
GPT-5.2 is the latest frontier-grade model in the GPT-5 series, offering stronger agentic and long context perfomance compared to GPT-5.1. It uses adaptive reasoning to allocate computation dynamically, responding quickly...