diff --git a/providers/stackit/models/qwen3-vl-235b.toml b/providers/stackit/models/Qwen/Qwen3-VL-235B-A22B-Instruct-FP8.toml
similarity index 87%
rename from providers/stackit/models/qwen3-vl-235b.toml
rename to providers/stackit/models/Qwen/Qwen3-VL-235B-A22B-Instruct-FP8.toml
index 6d5e26ca6..4df523123 100644
--- a/providers/stackit/models/qwen3-vl-235b.toml
+++ b/providers/stackit/models/Qwen/Qwen3-VL-235B-A22B-Instruct-FP8.toml
@@ -1,4 +1,5 @@
 name = "Qwen3-VL 235B"
+family = "qwen"
 release_date = "2024-11-01"
 last_updated = "2024-11-01"
 attachment = true
@@ -9,8 +10,8 @@ structured_output = false
 open_weights = true
 
 [cost]
-input = 1.77
-output = 2.07
+input = 1.64
+output = 1.91
 
 [limit]
 context = 218_000
diff --git a/providers/stackit/models/qwen3-vl-embedding-8b.toml b/providers/stackit/models/Qwen/Qwen3-VL-Embedding-8B.toml
similarity index 95%
rename from providers/stackit/models/qwen3-vl-embedding-8b.toml
rename to providers/stackit/models/Qwen/Qwen3-VL-Embedding-8B.toml
index ef4c3df08..6d5236258 100644
--- a/providers/stackit/models/qwen3-vl-embedding-8b.toml
+++ b/providers/stackit/models/Qwen/Qwen3-VL-Embedding-8B.toml
@@ -1,4 +1,5 @@
 name = "Qwen3-VL Embedding 8B"
+family = "qwen"
 release_date = "2026-02-05"
 last_updated = "2026-02-05"
 attachment = true
diff --git a/providers/stackit/models/llama-3.3-70b.toml b/providers/stackit/models/cortecs/Llama-3.3-70B-Instruct-FP8-Dynamic.toml
similarity index 87%
rename from providers/stackit/models/llama-3.3-70b.toml
rename to providers/stackit/models/cortecs/Llama-3.3-70B-Instruct-FP8-Dynamic.toml
index a4f70d8b2..468f3da31 100644
--- a/providers/stackit/models/llama-3.3-70b.toml
+++ b/providers/stackit/models/cortecs/Llama-3.3-70B-Instruct-FP8-Dynamic.toml
@@ -1,4 +1,5 @@
 name = "Llama 3.3 70B"
+family = "llama"
 release_date = "2024-12-05"
 last_updated = "2024-12-05"
 attachment = false
@@ -9,8 +10,8 @@ structured_output = false
 open_weights = true
 
 [cost]
-input = 0.53
-output = 0.77
+input = 0.49
+output = 0.71
 
 [limit]
 context = 128_000
diff --git a/providers/stackit/models/gemma-3-27b.toml b/providers/stackit/models/google/gemma-3-27b-it.toml
similarity index 87%
rename from providers/stackit/models/gemma-3-27b.toml
rename to providers/stackit/models/google/gemma-3-27b-it.toml
index 28d206ac1..c25df2ab6 100644
--- a/providers/stackit/models/gemma-3-27b.toml
+++ b/providers/stackit/models/google/gemma-3-27b-it.toml
@@ -1,4 +1,5 @@
 name = "Gemma 3 27B"
+family = "gemma"
 release_date = "2025-05-17"
 last_updated = "2025-05-17"
 attachment = true
@@ -9,8 +10,8 @@ structured_output = false
 open_weights = true
 
 [cost]
-input = 0.53
-output = 0.77
+input = 0.49
+output = 0.71
 
 [limit]
 context = 37_000
diff --git a/providers/stackit/models/e5-mistral-7b.toml b/providers/stackit/models/intfloat/e5-mistral-7b-instruct.toml
similarity index 94%
rename from providers/stackit/models/e5-mistral-7b.toml
rename to providers/stackit/models/intfloat/e5-mistral-7b-instruct.toml
index efdd3534f..c020a6343 100644
--- a/providers/stackit/models/e5-mistral-7b.toml
+++ b/providers/stackit/models/intfloat/e5-mistral-7b-instruct.toml
@@ -1,4 +1,5 @@
 name = "E5 Mistral 7B"
+family = "mistral"
 release_date = "2023-12-11"
 last_updated = "2023-12-11"
 attachment = false
diff --git a/providers/stackit/models/llama-3.1-8b.toml b/providers/stackit/models/neuralmagic/Meta-Llama-3.1-8B-Instruct-FP8.toml
similarity index 87%
rename from providers/stackit/models/llama-3.1-8b.toml
rename to providers/stackit/models/neuralmagic/Meta-Llama-3.1-8B-Instruct-FP8.toml
index aed8a66f4..bdfbda001 100644
--- a/providers/stackit/models/llama-3.1-8b.toml
+++ b/providers/stackit/models/neuralmagic/Meta-Llama-3.1-8B-Instruct-FP8.toml
@@ -1,4 +1,5 @@
 name = "Llama 3.1 8B"
+family = "llama"
 release_date = "2024-07-23"
 last_updated = "2024-07-23"
 attachment = false
@@ -9,8 +10,8 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.18
-output = 0.30
+input = 0.16
+output = 0.27
 
 [limit]
 context = 128_000
diff --git a/providers/stackit/models/mistral-nemo.toml b/providers/stackit/models/neuralmagic/Mistral-Nemo-Instruct-2407-FP8.toml
similarity index 86%
rename from providers/stackit/models/mistral-nemo.toml
rename to providers/stackit/models/neuralmagic/Mistral-Nemo-Instruct-2407-FP8.toml
index 92c60e517..2f35759aa 100644
--- a/providers/stackit/models/mistral-nemo.toml
+++ b/providers/stackit/models/neuralmagic/Mistral-Nemo-Instruct-2407-FP8.toml
@@ -1,4 +1,5 @@
 name = "Mistral Nemo"
+family = "mistral"
 release_date = "2024-07-01"
 last_updated = "2024-07-01"
 attachment = false
@@ -9,8 +10,8 @@ structured_output = false
 open_weights = true
 
 [cost]
-input = 0.53
-output = 0.77
+input = 0.49
+output = 0.71
 
 [limit]
 context = 128_000
diff --git a/providers/stackit/models/gpt-oss-120b.toml b/providers/stackit/models/openai/gpt-oss-120b.toml
similarity index 82%
rename from providers/stackit/models/gpt-oss-120b.toml
rename to providers/stackit/models/openai/gpt-oss-120b.toml
index 64bf3e8e1..33acefc69 100644
--- a/providers/stackit/models/gpt-oss-120b.toml
+++ b/providers/stackit/models/openai/gpt-oss-120b.toml
@@ -1,4 +1,5 @@
 name = "GPT-OSS 120B"
+family = "gpt"
 release_date = "2025-08-05"
 last_updated = "2025-08-05"
 attachment = false
@@ -9,11 +10,11 @@ structured_output = false
 open_weights = true
 
 [cost]
-input = 0.53
-output = 0.77
+input = 0.49
+output = 0.71
 
 [limit]
-context = 128_000
+context = 131_000
 output = 8_192
 
 [modalities]