Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
Apodex 1.1 and DeepSeek V3 are scored on Estimated evidence for coding, so the reading is directional rather than like-for-like.
Confidence: limited
Apodex 1.1 vs DeepSeek V3
Updated October 9, 2026. Rank says Apodex 1.1 is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.
Both of these models will change. Get the price, version and retirement notices for the pair, each with its source. Follow model changes
Share or export
Decision reading
Apodex 1.1 has the higher public point estimate, 50.64 versus 31.92. Their conditional score ranges overlap. These ranges do not establish rank confidence. 1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.
- Shared results
- 1
- Apodex 1.1 only
- 9
- DeepSeek V3 only
- 5
- Like-for-like categories
- 0 / 8
Estimated: Apodex 1.1 · Supported: DeepSeek V3. Conditional ranges do not establish rank confidence.How the comparison works
Which one for your work
Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.
No workload recommendation clears the current evidence threshold.
Use the matched evidence, workload costs, and sourced specifications below instead of treating a point score as a universal answer.
Show secondary and unsupported calls
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
Apodex 1.1 and DeepSeek V3 are scored on Estimated evidence for agentic, so the reading is directional rather than like-for-like.
Confidence: limitedLong documents
Prompts that approach the documented context limit
Not enough matched evidence
A complete context comparison is not sourced.
Confidence: limitedChat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesCache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. DeepSeek V3 does not fit this workload in one request. Apodex 1.1 has no comparable published API token rate.
Confidence: listed-ratesRepository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Which one for a specific job
Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.
The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.
42.7Apodex 1.116.2DeepSeek V3
Directional only · BenchAlign v5.8
Apodex 1.1 has the higher coding point estimate. Conditional score ranges do not establish rank confidence.
Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.
Same basis rules as the category table below
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
9 Apodex 1.1 only
1 Shared
5 DeepSeek V3 only
3 categories rest on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.
Shape of the matched evidence
Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.
Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.
SWE-bench VerifiedCoding
Normalized gap 35.7Apodex 1.1:77.7%DeepSeek V3:42%
Bars run 0–100 on each benchmark’s normalized display scale
Category results, on a stated basis
Each row shows the public-lane category score for both models: the BenchAlign v5.8 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.
Agentic
Directional only- Apodex 1.1
- 45.4
- Estimated · #52/122
- DeepSeek V3
- 10.4
- Estimated · #116/122
- Basis
- BenchAlign v5.8 lane · 4 vs 0 public rows
- Reading
- Directional only
Coding
Directional only- Apodex 1.1
- 42.7
- Estimated · #59/146
- DeepSeek V3
- 16.2
- Estimated · #128/146
- Basis
- BenchAlign v5.8 lane · 2 vs 2 public rows
- Reading
- Directional only
Knowledge
Directional only- Apodex 1.1
- 53.5
- Supported · #59/174
- DeepSeek V3
- 30.1
- Estimated · #139/174
- Basis
- BenchAlign v5.8 lane · 3 vs 2 public rows
- Reading
- Directional only
Reasoning
Not comparable- Apodex 1.1
- 76.8
- Unranked · 2 rankable rows
- DeepSeek V3
- 42.3
- Unranked · 2 rankable rows
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Multimodal
Not comparable- Apodex 1.1
- 77.7
- Unranked · 1 rankable row
- DeepSeek V3
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Multilingual
Not comparable- Apodex 1.1
- Not ranked
- DeepSeek V3
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Instruction following
Not comparable- Apodex 1.1
- Not ranked
- DeepSeek V3
- 38.2
- #104/125
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Math
Not comparable- Apodex 1.1
- Not ranked
- DeepSeek V3
- 26.0
- Unranked · 1 rankable row
- Basis
- Provisional lane · 0 vs 1 weighted rows
- Reading
- Not comparable
| Category | Apodex 1.1 | DeepSeek V3 | Basis | Reading |
|---|---|---|---|---|
| Agentic | 45.4Estimated · #52/122 | 10.4Estimated · #116/122 | Directional onlyBenchAlign v5.8 lane · 4 vs 0 public rows | Directional only |
| Coding | 42.7Estimated · #59/146 | 16.2Estimated · #128/146 | Directional onlyBenchAlign v5.8 lane · 2 vs 2 public rows | Directional only |
| Knowledge | 53.5Supported · #59/174 | 30.1Estimated · #139/174 | Directional onlyBenchAlign v5.8 lane · 3 vs 2 public rows | Directional only |
| Reasoning | 76.8Unranked · 2 rankable rows | 42.3Unranked · 2 rankable rows | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Multimodal | 77.7Unranked · 1 rankable row | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Multilingual | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Instruction following | Not ranked | 38.2#104/125 | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Math | Not ranked | 26.0Unranked · 1 rankable row | Not comparableProvisional lane · 0 vs 1 weighted rows | Not comparable |
Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.8) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.
Supported evidence per lane · bars run 0–100Methodology
What each workload costs
Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.
Chat turn
1K fresh input + 500 output tokens
- Apodex 1.1
- API rate not published
- Fit state unavailable
- DeepSeek V3
- $0.00082
- Fits in one request
Apodex 1.1 has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Apodex 1.1
- API rate not published
- Fit state unavailable
- DeepSeek V3
- $0.0168
- Fits in one request
Apodex 1.1 has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Apodex 1.1
- API rate not published
- Fit state unavailable
- Cached-input rate unavailable
- DeepSeek V3
- $0.0304
- Does not fit in one request
DeepSeek V3 does not fit this workload in one request. Apodex 1.1 has no comparable published API token rate.
Cached input falls back to the list input rate only where a cached rate is unpublished
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationApodex 1.1DeepSeek V3
Context window
Maximum documented context; output-token limits may be lower.
Apodex 1.1
N/A
DeepSeek V3
128K
API model ID
Apodex 1.1
Not sourced
DeepSeek V3
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Apodex 1.1
No comparable hosted API rate
Apodex pricingDeepSeek V3
$0.07 per 1M cached input tokens
Documented inputs
Apodex 1.1
Not sourced
DeepSeek V3
Not sourced
Documented outputs
Apodex 1.1
Not sourced
DeepSeek V3
Not sourced
Provider availability
Apodex 1.1
Not sourced
DeepSeek V3
Not sourced
Reasoning profile
Apodex 1.1
Reasoning
DeepSeek V3
Non-Reasoning
Weight access
Apodex 1.1
Proprietary
DeepSeek V3
Open Weight
License
Apodex 1.1
Proprietary
DeepSeek V3
Open Weight
Release date
Apodex 1.1
2026-08-24
DeepSeek V3
2024-12-26
If you already use one of these models
- Deployment change
- The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
- Quality signal
- Apodex 1.1 has the higher public point estimate, 50.64 versus 31.92. Their conditional score ranges overlap. These ranges do not establish rank confidence.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- A complete documented context comparison is not available.
Run the same representative tasks against both endpoints before changing production traffic.
Questions
Which is better, Apodex 1.1 or DeepSeek V3?
Apodex 1.1 has the higher public point estimate, 50.64 versus 31.92. Their conditional score ranges overlap. These ranges do not establish rank confidence. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Apodex 1.1 or DeepSeek V3?
Apodex 1.1 scores higher for coding on the public lane, 42.7 to 16.2. Apodex 1.1 and DeepSeek V3 are scored on Estimated evidence for coding, so the reading is directional rather than like-for-like. BenchLM does not name a winner for coding from a directional reading; read the shared benchmark rows directly and test the models on the same task set.
Which is better for agentic tasks, Apodex 1.1 or DeepSeek V3?
Apodex 1.1 scores higher for agentic tasks on the public lane, 45.4 to 10.4. Apodex 1.1 and DeepSeek V3 are scored on Estimated evidence for agentic tasks, so the reading is directional rather than like-for-like. BenchLM does not name a winner for agentic tasks from a directional reading; read the shared benchmark rows directly and test the models on the same task set.
Which costs less, Apodex 1.1 or DeepSeek V3?
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Which has the larger context window, Apodex 1.1 or DeepSeek V3?
A complete documented context-window comparison is not available.
Self-host vs API cost
Estimates at 50,000 req/day · 1000 tokens/req average.
Apodex 1.1
API / mo$0
Self-host / moNot listed
Break-even—
Proprietary model — self-hosting not applicable.
DeepSeek V3
API / mo$1,028
Self-host / mo$18,221
Break-even1.2B/day
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence15 rows
Agentic
Coding
Knowledge
HLE
Apodex 1.156.1%SourceDeepSeek V3—Not directly comparable
FrontierScience Research
Apodex 1.163.3%SourceDeepSeek V3—Not directly comparable
BioMysteryBench (human-difficult)
Apodex 1.135.3%SourceDeepSeek V3—Not directly comparable
GPQA
Apodex 1.1—DeepSeek V359.1%SourceNot directly comparable
MMLU-Pro
Apodex 1.1—DeepSeek V375.9%SourceNot directly comparable
Instruction following
IFEval
Apodex 1.1—DeepSeek V386.1%SourceNot directly comparable
Math
15 public results · 1 shared
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Last updated October 9, 2026